{"id":144,"date":"2021-04-15T12:58:35","date_gmt":"2021-04-15T12:58:35","guid":{"rendered":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/?page_id=144"},"modified":"2021-10-10T21:36:38","modified_gmt":"2021-10-10T21:36:38","slug":"plenaries-keynotes","status":"publish","type":"page","link":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/plenaries-keynotes\/","title":{"rendered":"Plenaries &amp; Keynotes"},"content":{"rendered":"<!--themify_builder_content-->\n<div id=\"themify_builder_content-144\" data-postid=\"144\" class=\"themify_builder_content themify_builder_content-144 themify_builder tf_clear\">\n                    <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_wcsa426 tb_first tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_1 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col-full tb_31m8428 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_0r33471   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h2>Plenaries<\/h2>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"savelsbergh\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-savelsbergh tb_wj4k449 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_2vho450 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_qhtd627\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_74sp628 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_6mak404  repeat \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h3><strong>SUNDAY<\/strong> 9:45-10:45am PDT<\/h3>\n    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_9bxm726   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Challenges and Opportunities in Crowdsourced Delivery Planning and Operations<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom E<\/b><br><\/p><p>Some of the most visible and impactful societal changes of the last decade are the rapid evolution of the shared and gig economy. Companies at the forefront of these changes are Airbnb and Uber.&nbsp; Their business models have fundamentally changed our society. We focus on one aspect of the evolving gig economy: <em>crowdsourced delivery<\/em>.&nbsp; How to best deliver goods to consumers has been a logistics question since time immemorial. However, almost all traditional delivery models involved a form of company employees, whether employees of the company manufacturing the goods or whether employees of the company transporting the goods. With the growth of the gig economy, however, a new model not involving company employees has emerged: crowdsourced delivery. The Oxford dictionary defines crowdsourcing as &#8220;the practice of obtaining information or input into a task or project by enlisting the services of a large number of people, either paid or unpaid, typically via the internet.&#8221;<\/p>\n<p>Crowdsourced delivery, therefore, involves enlisting individuals to deliver goods and interacting with these individuals using the internet. In crowdsourced delivery, the interaction with the individuals typically occurs through a so-called platform. A prototypical example of such a platform is the one provided by Grubhub, which links restaurants, diners, and individuals willing to deliver meals from a restaurant to a diner. The platform handles everything from facilitating the ordering of meals, to the scheduling of the delivery of the meal, to the associated payments (collecting payments for meals, distributing payments to restaurants, and distributing payments to crowdsourced drivers).&nbsp; Importantly, the crowdsourced drivers are not employed by the platform or by the restaurants. Crowdsourced delivery has fundamentally changed the planning and execution of the delivery of goods: the delivery capacity is no longer under (full) control of the company managing the delivery. This implies that certain aspects of goods delivery that were simple and straightforward in the traditional model are no longer so simple and straightforward. How do you plan when delivery capacity is uncertain? How do you execute when delivery capacity is uncertain? How can you ensure that you meet your service promises to your customers?&nbsp; Does it make sense to rely on (only) crowdsourced delivery capacity? These, and many other questions will be raised and partially answered in this presentation.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_pmh6232\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_eblv233 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_zko3428 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"270\" height=\"270\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/06\/martin_salvesbergh.jpg\" class=\"wp-post-image wp-image-721\" title=\"martin_salvesbergh\" alt=\"Martin Salvesbergh will be a plenary speaker at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_s87x234 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_f2oq817   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Martin Savelsbergh<\/strong><br \/>\nISyE, Georgia Tech<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_3zq0635 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-3zq0635-0\" class=\"tb_title_accordion\" aria-controls=\"acc-3zq0635-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-3zq0635-0-content\" data-id=\"acc-3zq0635-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p>Martin Savelsbergh is a logistics and optimization specialist with over 30 years of experience in mathematical modeling, operations research, optimization methods, algorithm design, performance analysis, transport, supply chain management, and production planning. He has published over 200 research papers in many of the top operations research and optimization journals and has supervised more than 30 PhD students. Martin has a track record of creating innovative techniques for solving large-scale optimization problems in a variety of areas, ranging from service network design, to last-mile and crowdsourced delivery, to ridesharing. He has demonstrated an ability to design and implement highly sophisticated and effective optimization algorithms as well as an ability to analyze practical decision problems and translate the insights obtained into optimal business solutions. Martin holds the James C. Edenfield Chair in the H. Milton Stewart School of Industrial and Systems Engineering (ISyE) at Georgia Institute of Technology. Martin Savelsbergh is past Editor-in-Chief of <em>Transportation Science<\/em>, one of the most prestigious academic journals in the area of transportation science and logistics.<\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_wvzq200 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"bengio\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-bengio tb_pr68599 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_i1rn601 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_7pq3602\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_24os602 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_zw44603  repeat \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h3><strong>MONDAY&nbsp;<\/strong>9:45-10:45am PDT<br><\/h3>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_pmg8604   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>From Learning to Optimize to Learning to Explore<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom E<\/b><\/p>\n<p>We consider a discrete combinatorial space and a given objective function where the goal is not to find the maximum of the objective function but rather to discover its main modes, which can be turned into the question of sampling values with probability proportional to the objective function. By taking a power of the objective function, that formulation can smoothly transform the problem of finding the leading modes (with more or less emphasis on the really larger ones) into focussing on just the argmax of the objective. This problem comes up in drug discovery and material discovery tasks, where the objective function is only a proxy (e.g. from a simulator, or imperfect assays) for what we really care about (e.g., more expensive assays, like with mice models, or even clinical trials). Finding a diversity of good solutions is therefore important, because the single argmax solution may not in the end be appropriate. Although MCMC methods can in principle be used for that, we present an alternative approach based on deep generative models seen as policies sampling a sequence of discrete actions and that has the potential to use the power of systematic generalization in order to guess the presence of isolated modes of the objective function. This avoids the mode mixing issue which often comes up with MCMC in high-dimensional spaces where local search methods get stuck and even annealing is not enough, but instead relies on the potential of machine learning to generalize out-of-distribution, a rapidly expanding area of research in deep learning.<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_n1x4604\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_9z9p605 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_bwg6606 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Yoshua_Bengio.jpg\" class=\"wp-post-image wp-image-174\" title=\"Yoshua_Bengio\" alt=\"Yoshua Bengio will be speaking at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_nfad606 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_1co8304   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p class=\"p1\"><span class=\"s1\"><strong>Yoshua Bengio<\/strong><br><\/span><span class=\"s1\">Computer Science, University of Montreal<\/span><\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_qz1i770 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-qz1i770-0\" class=\"tb_title_accordion\" aria-controls=\"acc-qz1i770-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-qz1i770-0-content\" data-id=\"acc-qz1i770-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p><span class=\"TextRun SCXW233634585 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW233634585 BCX9\" data-ccp-parastyle=\"Normal (Web)\">Yoshua<\/span><\/span><span class=\"TextRun SCXW233634585 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW233634585 BCX9\" data-ccp-parastyle=\"Normal (Web)\">\u00a0<\/span><\/span><span class=\"TextRun SCXW233634585 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW233634585 BCX9\" data-ccp-parastyle=\"Normal (Web)\">Bengio<\/span><\/span><span class=\"TextRun SCXW233634585 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW233634585 BCX9\" data-ccp-parastyle=\"Normal (Web)\">\u00a0is a full professor in the Department of Computer Science and Operations Research at\u00a0<\/span><\/span><span class=\"TextRun SCXW233634585 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW233634585 BCX9\" data-ccp-parastyle=\"Normal (Web)\">Universit\u00e9<\/span><\/span><span class=\"TextRun SCXW233634585 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW233634585 BCX9\" data-ccp-parastyle=\"Normal (Web)\">\u00a0de Montreal, as well as the founder and scientific director of Mila and the scientific director of IVADO. Considered one of the world\u2019s leaders in artificial intelligence and deep learning, he is the recipient of the 2018 A.M. Turing Award with Geoff Hinton and Yann\u00a0<\/span><\/span><span class=\"TextRun SCXW233634585 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW233634585 BCX9\" data-ccp-parastyle=\"Normal (Web)\">LeCun<\/span><\/span><span class=\"TextRun SCXW233634585 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW233634585 BCX9\" data-ccp-parastyle=\"Normal (Web)\">, known as the Nobel Prize of computing.\u202fHe is a fellow of both the Royal Society of London and Canada, an officer of the Order of Canada, and a Canada CIFAR AI Chair. <\/span><\/span><span class=\"EOP SCXW233634585 BCX9\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_wl2b607 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"topaloglu\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-topaloglu tb_l4lk878 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_3ycb879 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_r13g880\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_9nif880 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_s002881  repeat \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h3><strong>TUESDAY <\/strong>9:45-10:45am PDT<br><\/h3>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_ne31882   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4><span>Role of Optimization in Managing Amazon&#8217;s Supply Chain<\/span><\/h4>\n<p><b>In-person location: CC &#8211; Ballroom E<\/b><br><\/p><p>Amazon runs a complex supply chain to manage the journey of each unit of inventory from the warehouses of the vendors to the hands of the customers, as the inventory passes through cross-docks, fulfillment centers, and delivery stations. At each step of this journey, optimization models play a critical role. In this talk, I will give an overview of these optimization models in a way that is biased towards my personal experience. The models operate on different scales in terms of granularity of time, geography, and product groups, which make them particularly difficult to coordinate. Thus, coordination will be a prevalent theme throughout the talk. I will conclude with a more technical discussion based on models that have been abstracted from my work at Amazon.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_u7cm882\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_fqma882 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_sso3883 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"270\" height=\"270\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/06\/HuseyinTopaloglu.jpg\" class=\"wp-post-image wp-image-762\" title=\"HuseyinTopaloglu\" alt=\"Huseyin Topaloglu will be a plenary speaker at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_g18i883 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_os5j883   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Huseyin Topaloglu<\/strong><br>Cornell University and Amazon<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_gmw8912 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-gmw8912-0\" class=\"tb_title_accordion\" aria-controls=\"acc-gmw8912-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-gmw8912-0-content\" data-id=\"acc-gmw8912-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p>Huseyin Topaloglu is a Professor of Operations Research and Information Engineering at Cornell University and a Senior Principal Scientist at Amazon. His research focuses on assortment optimization, revenue management, dynamic pricing, and transportation logistics. He co-authored the book Revenue Management and Pricing Analytics with Guillermo Gallego. He shares the Department Editor responsibility with Melvyn Sim for the Analytics in Operations Department at Manufacturing &amp; Service Operations Management.<\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_f3mx884 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"tang\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-tang tb_0hng654 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_22mh655 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_0z67656\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_mylj656 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_qdam657  repeat \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h3><strong>WEDNESDAY&nbsp;<\/strong>9:45-10:45am PDT<br><\/h3>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_yxus657   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4><span>Improving Supply Chain Resilience: Looking Back and Looking Forward<\/span><\/h4>\n<p><b>In-person location: CC &#8211; Ballroom E<\/b><br><\/p><p>Prolonged shortages of PPE, vaccines, and semiconductor chips during the Covid-19 Pandemic exposed the vulnerabilities of global supply chains. In this plenary talk, I share my observations and discuss potential steps that government representatives, industry leaders, and INFORMS members can take to improve supply chain resilience.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_lv9j658\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_ig15658 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_1a65659 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/chris_tang.jpg\" class=\"wp-post-image wp-image-176\" title=\"chris_tang\" alt=\"Chris Tang will be speaking at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_i8k2659 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_b5sx659   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Chris Tang<\/strong><br>Operations Management, UCLA<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_e4hy457 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-e4hy457-0\" class=\"tb_title_accordion\" aria-controls=\"acc-e4hy457-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-e4hy457-0-content\" data-id=\"acc-e4hy457-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p><span data-contrast=\"none\">Christopher Tang is a University Distinguished Professor and the holder of the Edward W. Carter Chair in Business Administration at the UCLA Anderson School of Management. Known as a world-renowned thought leader in global supply chain management, Chris has published six books, 30 book chapters, over 100 online blogs, and more than 160 research articles in various leading academic journals, as well as written articles for<em> The Wall Street Journal, Financial Times, Barron\u2019s, Fortune, Forbes, Bloomberg Law, China Daily, Los Angeles Times<\/em>, etc. Chris consulted with numerous global companies including Amazon, HP (California, Singapore, South Korea), IBM (New York, San Jose), Nestl\u00e9 (USA), GKN (UK), Accenture, etc.; taught courses at Stanford University, UC Berkeley, Hong Kong University of Science and Technology, National University of Singapore, MIT (Zaragoza), and London Business School.\u202f<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:254}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Chris is the former editor of the journal <\/span><i><span data-contrast=\"none\">Manufacturing and Service Operations Management<\/span><\/i><span data-contrast=\"none\"> and has also served on the editorial boards for <\/span><i><span data-contrast=\"none\">IIE transactions, Journal of Operations Management, Management Science, Operations Research, Production and Operations Management<\/span><\/i><span data-contrast=\"none\">, etc.\u00a0 He has been elected as a lifetime fellow by the Institute of Operations Research and the Management Sciences (INFORMS), Production and Operations Management Society (POMS), and the Manufacturing and Service Operations Management Society (MSOM). He received his BSc (first-class <\/span><span data-contrast=\"none\">honors<\/span><span data-contrast=\"none\"> in mathematics) from King\u2019s College London; MA in statistics, MPhil in administrative science, and PhD in management science from Yale University.\u202f<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:254}\">\u00a0<\/span><\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_dxdo660 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"oren\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-oren tb_6so2160 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_bhwr161 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_64ll132   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h2><span>Keynotes<\/span><\/h2>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_70ub910  repeat \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h3><strong>SUNDAY <\/strong>1:30-2:30pm PDT<\/h3>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_s56t25   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Challenges and Opportunities for Operations Research in Electricity Markets<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom B<\/b><br><\/p><p>Socio economic forces, development in generation technologies and environmental considerations have led to restructuring of the electric power systems in part of the USA and in many systems worldwide, transforming them from vertically integrated regulated monopolies to competitive market based systems. From a supply chain perspective competitive electricity markets represent, perhaps, the most challenging supply chain. The commodity is non-storable; demand is uncertain and highly correlated with weather, all the demand must be satisfied instantaneously with a high level of reliability (one day in ten years criteria for involuntary load curtailment). In addition service is provided over a network that is prone to congestion, flows over transmission lines cannot be directly controlled as in a transportation system (flows follow Kirchhoff\u2019s laws) and the market is encumbered by numerous externalities and market power. In spite of such obstacles there has been fascinating developments in the design and operations of competitive electricity markets over the last two decades through the use of state of the art optimization tools and economic principles. This talk will describe some of the key challenges in designing and operating competitive electricity markets. I will review the basic elements and alternative approaches adopted in different systems and discuss what we have learned so far in this area. I will also discuss new challenges and opportunities due to massive integration of renewable resources, proliferation of smart grid technologies and electrification of the transportation sector.<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text -->        <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_gx5g950\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_2h5i950 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_m26z950 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Shmuel_Oren.jpg\" class=\"wp-post-image wp-image-212\" title=\"Shmuel_Oren\" alt=\"Shmuel Oren will be speaking at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_4bvm951 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_ehdi951   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Shmuel Oren<\/strong><br>UC Berkeley, Department of Industrial Engineering and Operations Research<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_s9mg934 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-s9mg934-0\" class=\"tb_title_accordion\" aria-controls=\"acc-s9mg934-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-s9mg934-0-content\" data-id=\"acc-s9mg934-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p>Dr. Shmuel S. Oren is Professor of the Graduate School and the Earl J. Isaac Chair Professor in the Department of Industrial Engineering and Operations Research at UC Berkeley He is a co-founder and the Berkeley site director, of PSerc, a multi-university Power Systems Engineering Research Center. He has also been a member of the California ISO Market Surveillance Committee and a consultant to many private and public entities in the US and abroad. His Research has focused on nonlinear optimization, mechanism design, energy systems and on the design and analysis of electricity markets. He holds a B.S and M.S in Mechanical Engineering from the Technion, Israel and an M.S and Ph.D in Engineering Economic Systems from Stanford University. He is a Member of the US National Academy of Engineering, is a Life Fellow of the IEEE and Fellow of INFORMS.<\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n        <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_h2sq467 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_4yq3880 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"grossmann\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-grossmann tb_fccm908 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_stwk909 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_7148909\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_j9vc910 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_fqzw911   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Challenges in the Application of Mathematical Programming Approaches to Enterprise-wide Optimization of Process Industries<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom C<\/b><br><\/p><p>Enterprise-wide optimization (EWO) is an area that lies at the interface of chemical engineering and operations research, and has become a major goal in the process industries due to the increasing pressures for remaining competitive in the global marketplace. EWO involves optimizing the operations of supply, production and distribution activities of a company to reduce costs and inventories. A major focus in EWO is the optimization of manufacturing plants as part of the overall optimization of supply chains. Major operational items include production planning, scheduling, and control.<\/p>\n<p>This talk provides an overview of major modeling and computational challenges in the development of deterministic and stochastic linear\/nonlinear mixed-integer optimization models for planning and scheduling for the optimization of plants and entire supply chains that are involved in EWO problems. We address the following major challenges in this area:<\/p>\n<ol>\n<li>multi-scale optimization<\/li>\n<li>linear vs. nonlinear models<\/li>\n<li>handling of uncertainty and disruptions, and<\/li>\n<li>multiobjective and multilevel optimization.<\/li>\n<\/ol>\n<p>We illustrate these challenges in areas such as planning and scheduling of batch plants, simultaneous optimization of supply chain planning with inventory policies, optimization of business transactional processes in digital supply chains, demand side management in power intensive processes, development of infrastructure for shale gas production, and design of resilient and responsive supply chains for chemical products. These problems, which have been addressed in collaboration with industry through a consortium, have led to substantial economic savings.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_44q8912\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_f4bm912 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_q44c912 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Ignacio_Grossmann.jpg\" class=\"wp-post-image wp-image-206\" title=\"Ignacio_Grossmann\" alt=\"Ignacio Grossmann will be speaking at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_hp9w913 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_9qwk913   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Ignacio Grossmann<\/strong><br>Carnegie Mellon University, Rudolph R. and Florence Dean University Professor,\u00a0Chemical Engineering<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_wr5u104 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-wr5u104-0\" class=\"tb_title_accordion\" aria-controls=\"acc-wr5u104-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-wr5u104-0-content\" data-id=\"acc-wr5u104-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p><span data-contrast=\"none\">Ignacio E. Grossmann (BS, Universidad <\/span><span data-contrast=\"none\">Iberoamericana<\/span><span data-contrast=\"none\">; MS, PhD, Imperial College) is the R.<\/span><span data-contrast=\"none\">\u00a0R. Dean University Prof<\/span><span data-contrast=\"none\">essor of chemical engineering at Carnegie Mellon, and <\/span><span data-contrast=\"none\">director\u00a0<\/span><span data-contrast=\"none\">of the <\/span>Center for Advanced Process Decision-making.<span data-contrast=\"none\">\u00a0<\/span><span data-contrast=\"none\">A member of the National Academy of Engineering, he has received many awards<\/span><span data-contrast=\"none\">\u00a0f<\/span><span data-contrast=\"none\">rom\u00a0<\/span><span data-contrast=\"none\">AIChE<\/span><span data-contrast=\"none\">\u00a0and INFORMS<\/span><span data-contrast=\"none\">, including the first Sargent Medal from the Institution of Chemical Engineers in 2015, and the distinction of\u00a0 being named \u201cOne of the Hundred Chemical Engineers of the Modern Era\u201d by <\/span><span data-contrast=\"none\">AIChE<\/span><span data-contrast=\"none\">\u00a0in 2008.<\/span><span data-contrast=\"none\">\u00a0<\/span><span data-contrast=\"none\">He has honor<\/span><span data-contrast=\"none\">ary doctorates from\u00a0<\/span><span data-contrast=\"none\">Technical University of Dortmund,\u00a0<\/span><span data-contrast=\"none\">Abo\u00a0<\/span><span data-contrast=\"none\">Akademi<\/span><span data-contrast=\"none\">, University of Maribor,\u00a0<\/span><span data-contrast=\"none\">University of Cantabria<\/span><span data-contrast=\"none\">,\u00a0<\/span><span data-contrast=\"none\">Russian Kazan Technological University<\/span><span data-contrast=\"none\">, Universidad\u00a0Nacional del <\/span><span data-contrast=\"none\">Litoral,<\/span><span data-contrast=\"none\">\u00a0and University of Alicante.<\/span><span data-contrast=\"none\">\u00a0<\/span><span data-contrast=\"none\">His research\u00a0<\/span><span data-contrast=\"none\">interests are\u00a0<\/span><span data-contrast=\"none\">in mixed-integer<\/span><span data-contrast=\"none\">, disjunctive<\/span><span data-contrast=\"none\">\u00a0<\/span><span data-contrast=\"none\">and stochastic\u00a0<\/span><span data-contrast=\"none\">programming, energy systems, water networks,\u00a0<\/span><span data-contrast=\"none\">and\u00a0<\/span><span data-contrast=\"none\">planning and scheduling for\u00a0<\/span><span data-contrast=\"none\">enterprise-wide optimization<\/span><span data-contrast=\"none\">.<\/span><span data-contrast=\"none\">\u00a0<\/span><span data-contrast=\"none\">He has authored more than <\/span><span data-contrast=\"none\">7<\/span><span data-contrast=\"none\">00 papers<\/span><span data-contrast=\"none\">, and supervised<\/span><span data-contrast=\"none\">\u00a0<\/span><span data-contrast=\"none\">6<\/span><span data-contrast=\"none\">2<\/span><span data-contrast=\"none\"> PhD and <\/span><span data-contrast=\"none\">1<\/span><span data-contrast=\"none\">8<\/span><span data-contrast=\"none\"> MS students. <\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559737&quot;:-180,&quot;335559740&quot;:276,&quot;469777462&quot;:[1260,2160],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[1,1]}\">\u00a0<\/span><\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_0j0w914 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"hampshire\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-hampshire tb_k0px412 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_sry2412 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_rjxh412\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_b21k413 first\">\n                    <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_vc3u703 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n<!-- module text -->\n<div  class=\"module module-text tb_io8098   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Research, Data, and Policy at the Department of Transportation: An overview<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom D<\/b><br><\/p><p>In this talk I will discuss elements of the Infrastructure Bill and the priorities of the Department of Transportation. Specially, I will discuss how the safety, equity, economic strength, and climate goals of the Department of Transportation can benefit from the active engagement of operations research and data science communities.<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_ibqf414\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_i7pe414 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_7qto283 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"400\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/08\/HampshireRobert_2021_INFORMS_Annual_meeting.jpg\" class=\"wp-post-image wp-image-1430\" title=\"HampshireRobert_2021_INFORMS_Annual_meeting\" alt=\"Robert Hampshire headshot\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_j8yu415 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_jxoq415   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Robert Hampshire<br><\/strong>U.S. Department of Transportation<br>Deputy Assistant Secretary for Research and Technology and Chief Science Officer<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_q1ct121 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-q1ct121-0\" class=\"tb_title_accordion\" aria-controls=\"acc-q1ct121-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-q1ct121-0-content\" data-id=\"acc-q1ct121-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p>Dr. Robert C. Hampshire serves as the Deputy Assistant Secretary for Research and Technology and Chief Science Officer. Hampshire was previously an associate professor at the Gerald R. Ford School of Public Policy at the University of Michigan. He was also a research associate professor in both the U-M Transportation Research Institute (UMTRI) and Michigan Institute for Data Science (MIDAS), and an affiliated faculty member in the Department of Industrial and Operations Engineering (IOE).<\/p>\n<p>His unique blend of engineering systems research with public policy has made him a leader in not only transportation research, but also on the disparate impact of policy decisions in transportation systems. This has led to important strides in our understanding of transportation equity. His research applies operations research, data science, and systems approaches to analyze novel transportation systems such as smart parking, connected vehicles, autonomous vehicles, ride-hailing, bike sharing, car sharing, as well as, pedestrian and bicyclist safety. His research focuses on environmental impacts, equity, and access to opportunities. His work has been cited widely, and covered by major press outlets. He has worked extensively with both public and private sector partners worldwide. He has also been a faculty member at Carnegie Mellon University and a visiting professor at Massachusetts Institute of Technology. Hampshire received a PhD in operations research and financial engineering from Princeton University.<\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_bijx416 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"tambe\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-tambe tb_xkns524 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_mgst525 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_071s525\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_5x97526 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_iyci526  repeat \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h3><strong>MONDAY<\/strong> 1:30-2:30pm PDT<\/h3>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_zth8527   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Multiagent Reasoning for Social Impact: Results from Deployments for Public Health and Conservation<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom A<\/b><\/p>\n<p>With the maturing of AI and multiagent systems research, we have a tremendous opportunity to direct these advances towards addressing complex societal problems. I focus on the problems of public health and conservation, and address one key cross-cutting challenge: how to effectively deploy our limited intervention resources in these problem domains. I will present results from work around the globe in using AI for HIV prevention, Maternal and Child care interventions, TB prevention and COVID modeling, as well as for wildlife conservation. Achieving social impact in these domains often requires methodological advances. To that end, I will highlight key research advances in multiagent reasoning and learning, in particular in, computational game theory, restless bandits and influence maximization in social networks.In pushing this research agenda, our ultimate goal is to facilitate local communities and non-profits to directly benefit from advances in AI tools and techniques.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_8p0t528\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_i508528 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_64yp528 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Milind_Tambe.jpg\" class=\"wp-post-image wp-image-225\" title=\"Milind_Tambe\" alt=\"Milind Tambe will be speaking at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_f2ww528 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_ya6q529   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Milind Tambe<\/strong><br \/>Harvard University &amp; Google Research<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_tqwe424 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-tqwe424-0\" class=\"tb_title_accordion\" aria-controls=\"acc-tqwe424-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-tqwe424-0-content\" data-id=\"acc-tqwe424-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p><span class=\"TextRun SCXW150137784 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150137784 BCX9\">Milind\u00a0<\/span><\/span><span class=\"TextRun SCXW150137784 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150137784 BCX9\">Tambe<\/span><\/span><span class=\"TextRun SCXW150137784 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150137784 BCX9\">\u00a0is Gordon McKay Professor of Computer Science and\u202fdirector of Center for Research in Computation and Society at Harvard\u202fUniversity; concurrently, he is also director &#8220;AI for Social Good&#8221; at\u202fGoogle Research India. He is a recipient of the IJCAI John McCarthy\u202fAward, ACM\/SIGAI Autonomous Agents Research Award from AAMAS, AAAI\u202fRobert S.\u00a0<\/span><\/span><span class=\"TextRun SCXW150137784 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SpellingErrorV2 SCXW150137784 BCX9\">Engelmore<\/span><\/span><span class=\"TextRun SCXW150137784 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150137784 BCX9\">\u00a0Memorial Lecture A<\/span><\/span><span class=\"TextRun SCXW150137784 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2 SCXW150137784 BCX9\">ward,\u202f INFORMS<\/span><\/span><span class=\"TextRun SCXW150137784 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150137784 BCX9\">\u00a0Wagner Prize,\u202f<\/span><\/span><span class=\"TextRun SCXW150137784 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150137784 BCX9\">Rist<\/span><\/span><span class=\"TextRun SCXW150137784 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150137784 BCX9\">\u00a0Prize of the Military Operations Research Society, and Columbus\u202fFellowship Foundation Homeland Security Award. Professor Tambe has more than 25\u202fbest papers or honorable mentions at conferences such as AAMAS, AAAI, IJCAI, and\u202fmeritorious commendations from agencies such as the U.S. Coast Guard and\u202fthe Los Angeles Airport.\u202f He<\/span><\/span><span class=\"TextRun SCXW150137784 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW150137784 BCX9\">\u00a0is a fellow of AAAI and ACM.<\/span><\/span><span class=\"EOP SCXW150137784 BCX9\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:240,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_82qi529 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"scheinberg\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-scheinberg tb_8mm8359 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_d1ty360 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_6y28360\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_ktra361 first\">\n                    <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_rol1893 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n<!-- module text -->\n<div  class=\"module module-text tb_ncl3124   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Stochastic First Order Oracles and Where to Find Them<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom B<\/b><br><\/p><p>Continuous optimization is a mature field, which has recently undergone major expansion and change. One of the key new directions is the development of methods that do not require exact information about the objective function. Nevertheless majority of these methods, from stochastic gradient descent to &#8220;zero-th order&#8221; methods use some kind of approximate first order information. We will overview different methods of obtaining this information, including simple stochastic gradient via sampling, robust gradient estimation in adversarial settings, traditional and randomized finite difference methods and more.<\/p>\n<p>We will discuss what key properties of these inexact, stochastic first order oracles are useful for convergence analysis of optimization methods that use them.&nbsp;<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_6d15362\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_425h363 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_l18x363 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Katya_Scheinberg.jpg\" class=\"wp-post-image wp-image-220\" title=\"Katya_Scheinberg\" alt=\"Katya Scheinberg will be speaking at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_p18t363 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_4zqp363   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Katya Scheinberg<\/strong><br>Cornell University, School of Operations Research and Information Engineering<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_au04441 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-au04441-0\" class=\"tb_title_accordion\" aria-controls=\"acc-au04441-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-au04441-0-content\" data-id=\"acc-au04441-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p><span data-contrast=\"auto\">Katya\u00a0<\/span><span data-contrast=\"auto\">Scheinberg<\/span><span data-contrast=\"auto\"> is a professor and director of graduate studies in the School of Operations Research and Information Engineering at Cornell University. Prior to joining <\/span><span data-contrast=\"auto\">Cornell<\/span><span data-contrast=\"auto\"> she was the Harvey E. Wagner Endowed Chair Professor in the Industrial and Systems Engineering Department at Lehigh University. She attended Moscow University for her undergraduate studies and received her PhD from Columbia University. She worked at the IBM T.J. Watson Research Center as a research staff member for more than a decade before joining Lehigh in 2010. Katya\u2019s main research areas are related to developing practical algorithms (and their theoretical analysis) for various problems in continuous optimization, such as convex optimization, derivative free optimization, machine learning, quadratic programming, etc. In 2015, jointly with Andy Conn and Luis Vicente, she received the Lagrange Prize awarded jointly by SIAM and MOS. In 2019 she was awarded the Farkas Prize of INFORMS Optimization Society. Katya is currently the editor-in-chief of <em>Mathematics of Operations Research<\/em>, and a co-editor of <em>Mathematical\u00a0<\/em><\/span><em>Programming.<\/em><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_vxij364 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"albert\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-albert tb_acp5560 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_dyo7561 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_53h4561\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_lq46562 first\">\n                    <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_4rgc562 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n<!-- module text -->\n<div  class=\"module module-text tb_uq8p563   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>A Journey through Public Sector Operations Research<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom C<\/b><br><\/p><p>Societally important problems have driven the theory and application of operations research since its origins in World War II.&nbsp; Recent events have highlighted the enormous number of challenges that require expertise from operations research and analytics.&nbsp; The operations research community has a long history of stepping up to address challenging problems in the public sector through modeling, computation, and data analytics that has influenced policy and impacted practice. This has been a central theme of my academic career, which has focused on security, emergency response, public safety, and risk management. This talk discusses several research problems, focusing on how operations research has made a difference, and offers a blueprint for how the operations research community can tackle future challenges, impact society, and broadcast our message to the world.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_hofw563\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_k2f2563 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_y6sw563 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"270\" height=\"270\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/08\/Laura_Albert_2021_INFORMS_Annual_Meeting_keynote.jpg\" class=\"wp-post-image wp-image-1370\" title=\"Laura_Albert_2021_INFORMS_Annual_Meeting_keynote\" alt=\"Laura Albert headshot\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_srr0564 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_l4wq564   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Omega Rho Distinguished Lecturer<\/strong><\/p>\n<p><strong>Laura Albert<\/strong><br>University of Wisconsin- Madison<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_at0s940 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-at0s940-0\" class=\"tb_title_accordion\" aria-controls=\"acc-at0s940-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-at0s940-0-content\" data-id=\"acc-at0s940-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p>Laura Albert, Ph.D., is a Professor and the David Gustafson Department Chair of Industrial &amp; Systems Engineering at the University of Wisconsin-Madison. Her research interests are in the field of operations research, with a particular focus on discrete optimization with application to homeland security and emergency response problems. Dr. Albert\u2019s research has been supported by the National Science Foundation, the Department of Homeland Security, the Department of the Army, and Sandia National Laboratory. She has authored or co-authored more than 70 publications in archival journals and refereed proceedings. She has been awarded many honors for her research, including the American Association for the Advancement of Science (AAAS) Fellow Award, Institute of Industrial and Systems Engineers (IISE) Fellow Award, the INFORMS Impact Prize, four publication awards, a National Science Foundation CAREER award, a Fulbright Award, and a Department of the Army Young Investigator Award. Dr. Albert has served on the INFORMS Board as the Vice President for Marketing, Communication, and Outreach. She is the author of the blog \u201cPunk Rock Operations Research.\u201d You can find her on twitter at @lauraalbertphd.<\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_0edu564 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"massey\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-massey tb_5kkz31 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_i7lz32 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_m3ty33\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_jv5s33 first\">\n                    <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_vi3m870 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n<!-- module text -->\n<div  class=\"module module-text tb_p6yb35   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>A Dynamic Queueing Road Map from Communication Systems to Resource Sharing Services<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom D<\/b><br><\/p><p>The field of operations research applies mathematics to the creation of quantitative languages designed for strategic decision making. Queueing theory was invented just over a century ago to design efficiency into communication systems. In the 21st century, it plays this same role in the design of resource sharing services. Rates for customer service demand can easily be dependent on the time of day, week, or seasonal effects. Hence dynamic rate queues are more realistic stochastic models than their traditional constant rate counterparts. Moreover, since they are not amenable to classical steady state analysis techniques, dynamic rate problems lead to greater mathematical challenges. Along with many collaborators, this talk covers a personal research journey to develop a dynamic rate queueing theory. We also show how the guideposts for our path evolved from communication systems to resource-sharing services.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_o7az36\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_uh5p36 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_1dk636 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"400\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/07\/William_Massey.jpg\" class=\"wp-post-image wp-image-909\" title=\"William_Massey\" alt=\"William Massey is a keynote speaker at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_zetr36 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_omhk37   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>William Massey<\/strong><br>Princeton University, Edwin S. Wilsey Professor of Operations Research and Financial Engineering<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_4fpf371 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-4fpf371-0\" class=\"tb_title_accordion\" aria-controls=\"acc-4fpf371-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-4fpf371-0-content\" data-id=\"acc-4fpf371-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p>William A. Massey is the Edwin S. Wilsey Professor in the Princeton University Department of Operations Research and Financial Engineering, an INFORMS fellow, and an inaugural fellow of the American Mathematical Society. His publications span many research interests including queueing theory, dynamical systems, control theory and stochastic networks, all topics inspired by communication and healthcare systems as well as transportation networks.<\/p>\n<p>After growing up in St. Louis, Missouri and graduating from University City High School in 1973, he received his Princeton University A.B. mathematics degree in 1977 (Magna Cum Laude, Phi Beta Kappa, and Sigma Xi) and Stanford University mathematics PhD in 1981, funded by the Bell Laboratories Cooperative Research Fellowship Program for Minorities. After 20 years as a member of technical staff in the Mathematical Sciences Research Center of Bell Labs, he joined the Princeton faculty in 2001, where he has also been a member of the Institute for Advanced Study. Since 1995, he has organized 26 annual Conferences for African American Researchers in the Mathematical Sciences (CAARMS).<\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_7pso37 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"paltiel\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-paltiel tb_5ew975 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_su3q76 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_hwbv76\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_mh5y76 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_yvm176  repeat \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h3><strong>TUESDAY<\/strong> 1:30-2:30pm PDT<\/h3>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_kfsh869   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Policy Modeling For SARS-CoV-2 Screening, Prevention, And Vaccination<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom A<\/b><br><\/p><p>In 2020, the SARS-CoV-2 pandemic repeatedly forced decision makers to confront the tradeoff between clinical, epidemiological, and economic considerations. More often than not, a policy response was demanded long before major uncertainties could be resolved via the traditional forms of health and medical investigation. Four dilemmas will be presented, each of which was the topic of front-page media coverage, and describe Dr. Paltiel&#8217;s personal experiences developing simple policy models to address them:<\/p>\n<ul>\n<li>How to reopen college campuses safely?<\/li>\n<li>How to trade vaccine efficacy against speed of implementation?<\/li>\n<li>How to choose between single- and two-dose vaccines?<\/li>\n<li>How to evaluate the costs and benefits of population-wide, home-based, rapid, antigen testing?<\/li>\n<\/ul>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_gzfs77\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_0b8h78 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_8yx978 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/David_Paltiel.jpg\" class=\"wp-post-image wp-image-215\" title=\"David_Paltiel\" alt=\"David Paltiel will speak at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_xnrl78 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_640o78   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>A. David Paltiel<\/strong><br>Yale School of Management, Professor of Public Health<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_jt2q993 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-jt2q993-0\" class=\"tb_title_accordion\" aria-controls=\"acc-jt2q993-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-jt2q993-0-content\" data-id=\"acc-jt2q993-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p><span class=\"TextRun MacChromeBold SCXW226574872 BCX9\" lang=\"EN\" xml:lang=\"EN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW226574872 BCX9\">A. David Paltiel<\/span><\/span><span class=\"TextRun SCXW226574872 BCX9\" lang=\"EN\" xml:lang=\"EN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW226574872 BCX9\">\u00a0is professor of health policy and management at the Yale School of Public Health, where he co-directs the Public Health Modeling Unit. He also holds an appointment as professor in the Yale School of Management. Dr. Paltiel designs policy models and conducts cost-effectiveness analyses to inform prevention, screening, and treatment interventions in health and medicine. He maintains a particular interest in infectious disease and has served on clinical guideline review panels and scientific advisory committees for the U.S. National Institutes of Health, U.S. Centers for Disease Control and Prevention, U.S. National Academies, French\u00a0<\/span><\/span><span class=\"TextRun SCXW226574872 BCX9\" lang=\"EN\" xml:lang=\"EN\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2 SCXW226574872 BCX9\">Institut<\/span><\/span><span class=\"TextRun SCXW226574872 BCX9\" lang=\"EN\" xml:lang=\"EN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW226574872 BCX9\">\u00a0de\u00a0<\/span><\/span><span class=\"TextRun SCXW226574872 BCX9\" lang=\"EN\" xml:lang=\"EN\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2 SCXW226574872 BCX9\">Veille<\/span><\/span><span class=\"TextRun SCXW226574872 BCX9\" lang=\"EN\" xml:lang=\"EN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW226574872 BCX9\">\u00a0Sanitaire, and the French National Agency for AIDS Research (ANRS). Dr. Paltiel holds a BA (1981) from McGill University and received both an MBA (1985) and a PhD (1992) in operations research from Yale University, under the supervision of Professors Eric\u00a0<\/span><\/span><span class=\"TextRun SCXW226574872 BCX9\" lang=\"EN\" xml:lang=\"EN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW226574872 BCX9\">Denardo<\/span><\/span><span class=\"TextRun SCXW226574872 BCX9\" lang=\"EN\" xml:lang=\"EN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW226574872 BCX9\">\u00a0and Edward Kaplan.<\/span><\/span><span class=\"EOP SCXW226574872 BCX9\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_tlx679 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"smith\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-smith tb_qwwh124 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_r8ih124 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_gkto124\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_xlh6125 first\">\n                    <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_euwe125 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n<!-- module text -->\n<div  class=\"module module-text tb_w8qp125   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>2021 UPS George D. Smith Prize Winner Reprise: Strengthening Ties Between Academia and Industry<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom B<\/b><\/p>\n<p>2021The UPS George D. Smith Prize is created in the spirit of strengthening ties between industry and the schools of higher education that graduate young practitioners of operations research. INFORMS, with the help of the INFORMS Practice Section, will award the prize to an academic department or program for effective and innovative preparation of students to be good practitioners of operations research, management science, or analytics.<\/p>\n<p>The UPS George D. Smith Prize is named in honor of the late UPS Chief Executive Officer who was a champion of operations researchers at a leading Fortune 500 corporation. UPS generously sponsors the award in his memory.<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_kocs125 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"aardal\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-aardal tb_sen3557 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_wpn4558 first\">\n                    <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_zlxt847 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n<!-- module text -->\n<div  class=\"module module-text tb_ywd895   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Using OR to improve emergency vehicle planning and performance<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom C<\/b><br><\/p><p>In life-threatening situations each second counts. It is therefore of utmost importance that emergency medical response vehicles are used efficiently. This involves determining ambulance location sites, and the number of vehicles that should be stationed at these sites, as well as using dispatch policies that keep sufficient coverage even when a subset of vehicles are dispatched to calls. In this talk we will review emergency medical response vehicle location models and dispatch algorithms with a focus on road ambulances and helicopters. The main body of the work presented here is an outcome of research projects involving university researchers in the Netherlands and Norway, and representatives from the National Institute for Public Health and the Environment in the Netherlands, the Norwegian Air Ambulance Foundation, and regional Health Trusts.<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text -->        <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_8pi7558\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_32p0558 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_jo4j558 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/05\/Karen_Aardal.jpg\" class=\"wp-post-image wp-image-662\" title=\"Karen_Aardal\" alt=\"Karen Aardal is the IFORS Distinguished Lecturer at the 20212 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_2d7l558 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_swyv558   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>IFORS Distinguished Lecturer<\/strong><\/p>\n<p><strong>Karen Aardal<\/strong><br \/>\nTU Delft<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_7yk0555 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-7yk0555-0\" class=\"tb_title_accordion\" aria-controls=\"acc-7yk0555-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-7yk0555-0-content\" data-id=\"acc-7yk0555-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p>Karen Aardal&#8217;s research interests are integer and combinatorial optimization. She is also working on analysis of algorithms and applications in the area of health and logistics. Before becoming full professor at TU Delft she held positions at several Dutch universities and at CWI, and at the University of Essex, UK and GeorgiaTech, USA.<br>Karen was chair of the Mathematical Optimization Society (MOS) in the period July 2016\u2013July 2019, and has previously been chair of the MOS Publications and Executive Committees. She has served three terms as a member of the board of INFORMS Computing Society. She was area editor Design and Analysis of Algorithms of <em>INFORMS Journal on Computing<\/em> in the period 2007\u20132018, and has served or is serving as associate editor of <em>Mathematical Programming Series B<\/em>, <em>Networks<\/em>, <em>Operations Research Letters<\/em>, and <em>EURO Journal on Computational Optimization<\/em>. She has co-edited the handbook on Discrete Optimization (Elsevier). She became INFORMS Fellow in 2019.<\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_4m2u559 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"wagner\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-wagner tb_br3q258 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_3x2n259 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_mfko912\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_9b40913 first\">\n                    <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_xra1986 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n<!-- module text -->\n<div  class=\"module module-text tb_jr0177   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>2021 Wagner Prize Winner Reprise<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom D<\/b><br><\/p><p>The Daniel H. Wagner Prize is awarded for a paper and presentation that describe a real-world, successful application of operations research or advanced analytics. The prize criteria emphasizes innovative, elegant mathematical modeling and clear exposition. To learn more about the prize, <a href=\"https:\/\/www.informs.org\/Recognizing-Excellence\/INFORMS-Prizes\/Daniel-H.-Wagner-Prize-for-Excellence-in-the-Practice-of-Advanced-Analytics-and-Operations-Research\">visit the information page<\/a>.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_mnro264 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"bayan\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-bayan tb_hcic471 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_qy2e474 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_x93u460\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_k5wn461 first\">\n                    <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_fbzj375 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n<!-- module text -->\n<div  class=\"module module-text tb_c2pz319   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Lagrangian Control at Large and Local Scales in Mixed Autonomy Traffic Flow<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom E<\/b><br><\/p><p>This talk investigates Lagrangian (mobile) control of traffic flow at local scale (vehicular level). The question of how will self-driving vehicles will change traffic flow patterns is investigated. We describe approaches based on deep reinforcement learning presented in the context of enabling mixed-autonomy mobility. The talk explores the gradual and complex integration of automated vehicles into the existing traffic system. We present the potential impact of a small fraction of automated vehicles on low-level traffic flow dynamics, using novel techniques in model-free deep reinforcement learning, in which the automated vehicles act as mobile (Lagrangian) controllers to traffic flow.<\/p>\n<p>Illustrative examples will be presented in the context of a new open-source computational platform called FLOW, which integrates state of the art microsimulation tools with deep-RL libraries on AWS EC2. Interesting behavior of mixed autonomy traffic will be revealed in the context of emergent behavior of traffic: <a href=\"https:\/\/flow-project.github.io\/\">https:\/\/flow-project.github.io\/<\/a><\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_1p2g475\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_mh4w475 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_zw1a476 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Alexandre_Bayen.jpg\" class=\"wp-post-image wp-image-201\" title=\"Alexandre_Bayen\" alt=\"Alexandre Bayen will speak at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_9kex477 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_nkhp477   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Alexandre Bayen<\/strong><br>UC Berkeley, Civil Engineering\/Aero Engineering<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_kw0x897 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-kw0x897-0\" class=\"tb_title_accordion\" aria-controls=\"acc-kw0x897-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-kw0x897-0-content\" data-id=\"acc-kw0x897-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">Alexandre\u00a0<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">Bayen<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u202fis the<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u202fLiao-Cho professor of engineering at UC Berkeley<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">; p<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">rofessor of<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u202f<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u202f<\/span><\/span><a class=\"Hyperlink SCXW209728021 BCX9\" href=\"http:\/\/www.eecs.berkeley.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">electrical engineering and computer science<\/span><\/span><\/a><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u202f<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">and\u202f<\/span><\/span><a class=\"Hyperlink SCXW209728021 BCX9\" href=\"http:\/\/www.ce.berkeley.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">civil and environmental engineering<\/span><\/span><\/a><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">.<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u202fHe is director of the\u202f<\/span><\/span><a class=\"Hyperlink SCXW209728021 BCX9\" href=\"http:\/\/its.berkeley.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">Institute of Transportation Studies<\/span><\/span><\/a><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u202f(ITS<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">),<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u202f<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u202f<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">and<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u202f<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">a faculty scientist in mechanical engineering at the\u202f<\/span><\/span><a class=\"Hyperlink SCXW209728021 BCX9\" href=\"http:\/\/www.lbl.gov\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">Lawrence Berkeley National Laboratory<\/span><\/span><\/a><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u202f(LBNL). He received an engineering degree in applied mathematics from \u00c9cole\u00a0<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">Polytechnique<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">, France, in 1998, an MS and PhD in aeronautics and astronautics from Stanford University in 1999 and 2004, respectively. He was a visiting researcher at NASA Ames Research Center from 2000 to 2003<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">, and\u202f<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\"> worked as the research director of the Autonomous Navigation Laboratory at the\u00a0<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SpellingErrorV2 SCXW209728021 BCX9\">Laboratoire<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u00a0de r<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">echerches<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\"> b<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SpellingErrorV2 SCXW209728021 BCX9\">alistiques<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u00a0et a\u00e9rodynamiques<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">, (<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SpellingErrorV2 SCXW209728021 BCX9\">Ministere<\/span><\/span><span class=\"TextRun SCXW209728021 BCX9\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW209728021 BCX9\">\u00a0de la Defense, Vernon, France), where he holds the rank of Major.<\/span><\/span><span class=\"EOP SCXW209728021 BCX9\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_wfxm478 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"zhang\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-zhang tb_7axc755 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_6pr2756 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_iv0h756\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_dorw756 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_y4g5756  repeat \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h3><strong>WEDNESDAY<\/strong> 1:30-2:30pm PDT<\/h3>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_sxe5757   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Boundary-Expanding OR\/OM Research<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom A<\/b><br><\/p><p>OR&nbsp;and&nbsp;OM&nbsp;have brought about significant improvements&nbsp;to operations in diverse&nbsp;domains, including&nbsp;military, manufacturing and service, and the knowledge economy.&nbsp;Every technological advance in the modern world has been met with the pursuit of new models by the OR\/OM community, often providing fundamental understanding of and significant improvements to its deployment.&nbsp;In this talk, the speaker will share her experience in pursuing research in the boundaries of operations and finance, wireless communications and blockchains, including the inspirations, execution, challenges and lessons learned. Pursuing such projects is not without risk, but is an effective way for a researcher to reinvent him\/herself and have a fulfilling career.<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_xc5r758\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_u5en758 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_v2ez758 image-top   tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Rachel_Zhang.jpg\" class=\"wp-post-image wp-image-231\" title=\"Rachel_Zhang\" alt=\"Rachel Zhang will be speaking at the 2021 INFORMS Annual Meeting\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_xywa758 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_zy44758   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Rachel Zhang<\/strong><br>Hong Kong University of Science and Technology, Industrial Engineering and Decision Analytics<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_q2v8696 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-q2v8696-0\" class=\"tb_title_accordion\" aria-controls=\"acc-q2v8696-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-q2v8696-0-content\" data-id=\"acc-q2v8696-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p><span data-contrast=\"auto\">Rachel Q. Zhang is\u202fc<\/span><span data-contrast=\"auto\">hair professor in the Department of Industrial Engineering and Decision Analytics at Hong Kong University of Science and Technology. Over the past decades, she has worked on various<\/span><span data-contrast=\"none\">\u202f<\/span><span data-contrast=\"auto\">areas of operations management, including <\/span><span data-contrast=\"auto\">boundaries of operations, finance,\u00a0<\/span><span data-contrast=\"auto\">economics,<\/span><span data-contrast=\"auto\"> and new technologies. Her research has appeared in premier technical journals such as\u202f<\/span><i><span data-contrast=\"auto\">Operations Research, Management Science, Mathematics of Operations Research, Advances in Applied\u00a0<\/span><\/i><i><span data-contrast=\"auto\">Probability,<\/span><\/i><i><span data-contrast=\"auto\">\u202f<\/span><\/i><span data-contrast=\"auto\">and<\/span><i><span data-contrast=\"auto\">\u202fINFORMS Journal on Applied Analytics<\/span><\/i><span data-contrast=\"auto\">. Her early work focused<\/span><span data-contrast=\"none\">\u202f<\/span><span data-contrast=\"auto\">on computational and structural analyses of various inventory systems and joint operational and financial decisions. Her work on supply chain management includes quality improvement along supply chains and auction mechanisms for supply chain procurement. Recently, she conducted research<\/span><span data-contrast=\"none\">\u00a0<\/span><span data-contrast=\"auto\">on<\/span><span data-contrast=\"none\">\u202f<\/span><span data-contrast=\"auto\">operations in wireless communications and blockchains.\u202f<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Professor Zhang received her PhD from the Department of Industrial Engineering and Management Sciences at Northwestern University<\/span><span data-contrast=\"none\">.\u202f<\/span><span data-contrast=\"auto\">Prior to joining HKUST, she was<\/span><span data-contrast=\"none\">\u202f<\/span><span data-contrast=\"auto\">a faculty member at University of Michigan and\u202f<\/span><span data-contrast=\"none\">\u202f<\/span><span data-contrast=\"auto\">Cornell University. She is a recipient of the NSF CAREER Award and an honorable mention in the INFORMS George Nicholson Student Paper Competition. She<\/span><span data-contrast=\"none\">\u202f<\/span><span data-contrast=\"auto\">is an active member of the O.R. <\/span><span data-contrast=\"auto\">community, and<\/span><span data-contrast=\"none\">\u202f<\/span><span data-contrast=\"auto\">has served as\u202fa<\/span><span data-contrast=\"auto\">ssociate editor for <em>M&amp;SOM<\/em>, <em>POM<\/em>, and <em>IISE Transactions<\/em>, as well as chair of the <em>IIE Transactions<\/em> (Scheduling and Logistics) Best Paper Award and IIE <\/span><span data-contrast=\"auto\">Pritsker<\/span><span data-contrast=\"auto\">\u00a0Doctoral Dissertation Award<\/span><span data-contrast=\"none\">\u202f<\/span><span data-contrast=\"auto\">committees. She has served as co-chair of the MSOM Conference and the MSOM cluster for the INFORMS Annual Meeting, program chair for the IFORS conference<\/span><span data-contrast=\"none\">,<\/span><span data-contrast=\"auto\">\u00a0a panelist for NSF,<\/span><span data-contrast=\"none\">\u00a0<\/span><span data-contrast=\"auto\">and a<\/span><span data-contrast=\"none\">\u202fmember<\/span><span data-contrast=\"auto\">\u202fof\u202fvarious competition<\/span><span data-contrast=\"none\">\u202f<\/span><span data-contrast=\"auto\">committees.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_imgt760 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"edelman-reprise\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-edelman-reprise tb_hy7y711 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_bnxe712 first\">\n                    <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_t5y8712 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n<!-- module text -->\n<div  class=\"module module-text tb_pdof712   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>2021 Franz Edelman Award Reprise: Towards Zero Hunger with Analytics<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom B<\/b><\/p><p>The world\u2019s leading humanitarian organization, and 2020 Nobel Peace Prize Laureate, is saving and changing lives by delivering food assistance in emergencies and working with communities to improve nutrition and build resilience. In 2020, WFP assisted nearly 100 million people across 88 countries. Analytics has underpinned WFP\u2019s management of its vast and complex humanitarian operations, helping it reach more people, respond faster in emergencies, and realize significant savings that are used to improve lives and empower communities.<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_f3wm712 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"nagarajan\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-nagarajan tb_usv8800 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_7du8800 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_3xnf801\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_dbwi801 first\">\n                    <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_zga3608 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n<!-- module text -->\n<div  class=\"module module-text tb_wga2173   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Operational Data Driven Interventions to Decrease Adverse Events Associated with Opioid Overdose<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom C<\/b><br><\/p><p>In this talk, we present a systematic data driven approach to decrease adverse events associated with overdose episodes. We take a three fold approach. First, we examine pathways that result in opioid use and devise protocols to decrease the number of new users. Second, we predict adverse occurrence of adverse episodes among current users and adopt timely interventions that will decrease the likelihood and severity of an event. Third, we focus on the care pathways for existing users and use simple operational techniques to increase the system\u2019s capacity as well as improve outcomes.<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_ks8b802\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_1zn0802 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_95b2802 image-top   auto_fullwidth tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"178\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/07\/Mahesh.jpg\" class=\"wp-post-image wp-image-1064\" title=\"Mahesh\" alt=\"Mahesh\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_5b7t803 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_5xfg803   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Mahesh Nagarajan<\/strong><br>University of British Columbia, Operations Management<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_oxpz428 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-oxpz428-0\" class=\"tb_title_accordion\" aria-controls=\"acc-oxpz428-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-oxpz428-0-content\" data-id=\"acc-oxpz428-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p>Mahesh is a Professor of operations at the Sauder the school of business, University of British Columbia and holds the Alumni chair of stiochastic optimization. His interests include stochastic optimizations and its applications to inventory control, cooperative game theory and health care management. He serves on the editorial board of Management Science, Operations Research, M&amp;SOM, POMS and OR letters.<\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_phsr804 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-anchor=\"abebe\" data-lazy=\"1\" class=\"module_row themify_builder_row tb_has_section tb_section-abebe tb_e1u8594 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_rrl6595 first\">\n                            <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_1 tb_tt8z595\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col-full tb_1tur595 first\">\n                    <!-- module divider -->\n<div  class=\"module tf_mw module-divider tb_shmm595 solid   \" style=\"border-width: 1px;border-color: #000;\" data-lazy=\"1\">\n    <\/div>\n<!-- \/module divider -->\n<!-- module text -->\n<div  class=\"module module-text tb_nc16595   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h4>Can Algorithms Help Us Better Understand Inequality?<\/h4>\n<p><b>In-person location: CC &#8211; Ballroom D<\/b><\/p>\n<p>Abstract to be added.<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                    <\/div>\n                <div  data-lazy=\"1\" class=\"module_subrow themify_builder_sub_row tf_w col_align_top tb_col_count_2 tb_k6rh819\">\n                <div  data-lazy=\"1\" class=\"module_column sub_column col4-1 tb_pcs2819 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_i52k819 image-top   auto_fullwidth tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"400\" src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/09\/Rediet_Abebe_web.jpg\" class=\"wp-post-image wp-image-1945\" title=\"Rediet_Abebe_web\" alt=\"Rediet_Abebe_web\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column sub_column col4-3 tb_2bm8819 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_unqe820   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p><strong>Invited Speaker of the 2021 INFORMS Diversity, Equity, and Inclusion Committee<\/strong><\/p>\n<p><strong>Rediet Abebe <\/strong><br \/>\nUC Berkeley, Harvard Society of Fellows<\/p>\n    <\/div>\n<\/div>\n<!-- \/module text --><!-- module accordion -->\n<div  class=\"module module-accordion tb_tuxo820 \" data-behavior=\"toggle\" data-lazy=\"1\">\n    \n    <ul class=\"ui module-accordion   tb_default_color\">\n            <li>\n            <div class=\"accordion-title tf_rel\">\n                <a href=\"#acc-tuxo820-0\" class=\"tb_title_accordion\" aria-controls=\"acc-tuxo820-0-content\" aria-expanded=\"false\">\n                    <i class=\"accordion-icon\"><svg  class=\"tf_fa tf-fas-plus\" aria-hidden=\"true\"><use href=\"#tf-fas-plus\"><\/use><\/svg><\/i>                    <i class=\"accordion-active-icon tf_hide\"><svg  class=\"tf_fa tf-fas-minus\" aria-hidden=\"true\"><use href=\"#tf-fas-minus\"><\/use><\/svg><\/i>                    <span class=\"accordion-title-wrap\">BIO<\/span>                <\/a>\n            <\/div><!-- .accordion-title -->\n            <div id=\"acc-tuxo820-0-content\" data-id=\"acc-tuxo820-0\" aria-hidden=\"true\" class=\"accordion-content tf_hide tf_clearfix\">\n                                    <div class=\"tb_text_wrap\">\n                        <p>Rediet Abebe is an Assistant Professor of Computer Science at the University of California, Berkeley and a Junior Fellow at the<a href=\"https:\/\/socfell.fas.harvard.edu\/senior-junior-fellows-current-academic-year\"> Harvard Society of Fellows<\/a>. Abebe holds a Ph.D. in computer science from Cornell University and graduate degrees in mathematics from Harvard University and the University of Cambridge. Her research is broadly in algorithms and artificial intelligence, with a focus on equity and distributive justice concerns. As part of this research agenda, Abebe co-founded and co-organizes the <a href=\"http:\/\/md4sg.com\/\">MD4SG<\/a> initiative and is serving as a Program Co-Chair for the inaugural<a href=\"http:\/\/eaamo.org\/\"> ACM Conference on Equity and Access in Algorithms, Mechanisms, and Optimization<\/a> (EAAMO &#8217;21). Her dissertation received the 2020<a href=\"https:\/\/www.kdd.org\/awards\/sigkdd-dissertation-award\"> ACM SIGKDD Dissertation Award<\/a> and an honorable mention for the<a href=\"http:\/\/www.sigecom.org\/award-phd.html\"> ACM SIGEcom Dissertation Award<\/a> for offering the foundations of this emerging research area. Abebe&#8217;s work has informed policy and practice at the National Institute of Health (NIH), the Ethiopian Ministry of Education, and the United Nations Food Systems Summit. Abebe also co-founded <a href=\"https:\/\/blackinai.github.io\/\">Black in AI<\/a>, a non-profit organization tackling equity issues in AI. Her work is influenced by her upbringing in her hometown of Addis Ababa, Ethiopia.<\/p>                    <\/div>\n                            <\/div><!-- .accordion-content -->\n        <\/li>\n        <\/ul>\n\n<\/div><!-- \/module accordion -->        <\/div>\n                    <\/div>\n                <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_psvf596 last\">\n                            <\/div>\n                        <\/div>\n        <\/div>\n        <\/div>\n<!--\/themify_builder_content-->\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":1001077,"featured_media":7,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"class_list":["post-144","page","type-page","status-publish","has-post-thumbnail","hentry","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.0 (Yoast SEO v26.0) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Plenaries &amp; Keynotes - 2021 INFORMS Annual Meeting<\/title>\n<meta name=\"description\" content=\"The 2021 INFORMS Annual Meeting will host 4 plenary talks and 16 keynote speakers spanning a variety of O.R. and analytics related topics.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/plenaries-keynotes\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Plenaries &amp; Keynotes\" \/>\n<meta property=\"og:description\" content=\"The 2021 INFORMS Annual Meeting will host 4 plenary talks and 16 keynote speakers spanning a variety of O.R. and analytics related topics.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/plenaries-keynotes\/\" \/>\n<meta property=\"og:site_name\" content=\"2021 INFORMS Annual Meeting\" \/>\n<meta property=\"article:modified_time\" content=\"2021-10-10T21:36:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2020\/11\/2021_informs_annual_meeting_logo.png\" \/>\n\t<meta property=\"og:image:width\" content=\"400\" \/>\n\t<meta property=\"og:image:height\" content=\"317\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/plenaries-keynotes\/\",\"url\":\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/plenaries-keynotes\/\",\"name\":\"Plenaries &amp; 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Keynotes"}]},{"@type":"WebSite","@id":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/#website","url":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/","name":"2021 INFORMS Annual Meeting","description":"Anaheim, CA | October 24-27, 2021","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"builder_content":"<h2>Plenaries<\/h2>\n<h3><strong>SUNDAY<\/strong> 9:45-10:45am PDT<\/h3>\n<h4>Challenges and Opportunities in Crowdsourced Delivery Planning and Operations<\/h4> <p><b>In-person location: CC - Ballroom E<\/b><br><\/p><p>Some of the most visible and impactful societal changes of the last decade are the rapid evolution of the shared and gig economy. Companies at the forefront of these changes are Airbnb and Uber.&nbsp; Their business models have fundamentally changed our society. We focus on one aspect of the evolving gig economy: <em>crowdsourced delivery<\/em>.&nbsp; How to best deliver goods to consumers has been a logistics question since time immemorial. However, almost all traditional delivery models involved a form of company employees, whether employees of the company manufacturing the goods or whether employees of the company transporting the goods. With the growth of the gig economy, however, a new model not involving company employees has emerged: crowdsourced delivery. The Oxford dictionary defines crowdsourcing as \"the practice of obtaining information or input into a task or project by enlisting the services of a large number of people, either paid or unpaid, typically via the internet.''<\/p> <p>Crowdsourced delivery, therefore, involves enlisting individuals to deliver goods and interacting with these individuals using the internet. In crowdsourced delivery, the interaction with the individuals typically occurs through a so-called platform. A prototypical example of such a platform is the one provided by Grubhub, which links restaurants, diners, and individuals willing to deliver meals from a restaurant to a diner. The platform handles everything from facilitating the ordering of meals, to the scheduling of the delivery of the meal, to the associated payments (collecting payments for meals, distributing payments to restaurants, and distributing payments to crowdsourced drivers).&nbsp; Importantly, the crowdsourced drivers are not employed by the platform or by the restaurants. Crowdsourced delivery has fundamentally changed the planning and execution of the delivery of goods: the delivery capacity is no longer under (full) control of the company managing the delivery. This implies that certain aspects of goods delivery that were simple and straightforward in the traditional model are no longer so simple and straightforward. How do you plan when delivery capacity is uncertain? How do you execute when delivery capacity is uncertain? How can you ensure that you meet your service promises to your customers?&nbsp; Does it make sense to rely on (only) crowdsourced delivery capacity? These, and many other questions will be raised and partially answered in this presentation.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/06\/martin_salvesbergh.jpg\" title=\"martin_salvesbergh\" alt=\"Martin Salvesbergh will be a plenary speaker at the 2021 INFORMS Annual Meeting\">\n<p><strong>Martin Savelsbergh<\/strong><br \/> ISyE, Georgia Tech<\/p>\n<ul><li><h4>BIO<\/h4><p>Martin Savelsbergh is a logistics and optimization specialist with over 30 years of experience in mathematical modeling, operations research, optimization methods, algorithm design, performance analysis, transport, supply chain management, and production planning. He has published over 200 research papers in many of the top operations research and optimization journals and has supervised more than 30 PhD students. Martin has a track record of creating innovative techniques for solving large-scale optimization problems in a variety of areas, ranging from service network design, to last-mile and crowdsourced delivery, to ridesharing. He has demonstrated an ability to design and implement highly sophisticated and effective optimization algorithms as well as an ability to analyze practical decision problems and translate the insights obtained into optimal business solutions. Martin holds the James C. Edenfield Chair in the H. Milton Stewart School of Industrial and Systems Engineering (ISyE) at Georgia Institute of Technology. Martin Savelsbergh is past Editor-in-Chief of <em>Transportation Science<\/em>, one of the most prestigious academic journals in the area of transportation science and logistics.<\/p><\/li><\/ul>\n<h3><strong>MONDAY&nbsp;<\/strong>9:45-10:45am PDT<br><\/h3>\n<h4>From Learning to Optimize to Learning to Explore<\/h4> <p><b>In-person location: CC - Ballroom E<\/b><\/p> <p>We consider a discrete combinatorial space and a given objective function where the goal is not to find the maximum of the objective function but rather to discover its main modes, which can be turned into the question of sampling values with probability proportional to the objective function. By taking a power of the objective function, that formulation can smoothly transform the problem of finding the leading modes (with more or less emphasis on the really larger ones) into focussing on just the argmax of the objective. This problem comes up in drug discovery and material discovery tasks, where the objective function is only a proxy (e.g. from a simulator, or imperfect assays) for what we really care about (e.g., more expensive assays, like with mice models, or even clinical trials). Finding a diversity of good solutions is therefore important, because the single argmax solution may not in the end be appropriate. Although MCMC methods can in principle be used for that, we present an alternative approach based on deep generative models seen as policies sampling a sequence of discrete actions and that has the potential to use the power of systematic generalization in order to guess the presence of isolated modes of the objective function. This avoids the mode mixing issue which often comes up with MCMC in high-dimensional spaces where local search methods get stuck and even annealing is not enough, but instead relies on the potential of machine learning to generalize out-of-distribution, a rapidly expanding area of research in deep learning.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Yoshua_Bengio.jpg\" title=\"Yoshua_Bengio\" alt=\"Yoshua Bengio will be speaking at the 2021 INFORMS Annual Meeting\">\n<p><strong>Yoshua Bengio<\/strong><br>Computer Science, University of Montreal<\/p>\n<ul><li><h4>BIO<\/h4><p>Yoshua\u00a0Bengio\u00a0is a full professor in the Department of Computer Science and Operations Research at\u00a0Universit\u00e9\u00a0de Montreal, as well as the founder and scientific director of Mila and the scientific director of IVADO. Considered one of the world\u2019s leaders in artificial intelligence and deep learning, he is the recipient of the 2018 A.M. Turing Award with Geoff Hinton and Yann\u00a0LeCun, known as the Nobel Prize of computing.\u202fHe is a fellow of both the Royal Society of London and Canada, an officer of the Order of Canada, and a Canada CIFAR AI Chair. \u00a0<\/p><\/li><\/ul>\n<h3><strong>TUESDAY <\/strong>9:45-10:45am PDT<br><\/h3>\n<h4>Role of Optimization in Managing Amazon's Supply Chain<\/h4> <p><b>In-person location: CC - Ballroom E<\/b><br><\/p><p>Amazon runs a complex supply chain to manage the journey of each unit of inventory from the warehouses of the vendors to the hands of the customers, as the inventory passes through cross-docks, fulfillment centers, and delivery stations. At each step of this journey, optimization models play a critical role. In this talk, I will give an overview of these optimization models in a way that is biased towards my personal experience. The models operate on different scales in terms of granularity of time, geography, and product groups, which make them particularly difficult to coordinate. Thus, coordination will be a prevalent theme throughout the talk. I will conclude with a more technical discussion based on models that have been abstracted from my work at Amazon.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/06\/HuseyinTopaloglu.jpg\" title=\"HuseyinTopaloglu\" alt=\"Huseyin Topaloglu will be a plenary speaker at the 2021 INFORMS Annual Meeting\">\n<p><strong>Huseyin Topaloglu<\/strong><br>Cornell University and Amazon<\/p>\n<ul><li><h4>BIO<\/h4><p>Huseyin Topaloglu is a Professor of Operations Research and Information Engineering at Cornell University and a Senior Principal Scientist at Amazon. His research focuses on assortment optimization, revenue management, dynamic pricing, and transportation logistics. He co-authored the book Revenue Management and Pricing Analytics with Guillermo Gallego. He shares the Department Editor responsibility with Melvyn Sim for the Analytics in Operations Department at Manufacturing &amp; Service Operations Management.<\/p><\/li><\/ul>\n<h3><strong>WEDNESDAY&nbsp;<\/strong>9:45-10:45am PDT<br><\/h3>\n<h4>Improving Supply Chain Resilience: Looking Back and Looking Forward<\/h4> <p><b>In-person location: CC - Ballroom E<\/b><br><\/p><p>Prolonged shortages of PPE, vaccines, and semiconductor chips during the Covid-19 Pandemic exposed the vulnerabilities of global supply chains. In this plenary talk, I share my observations and discuss potential steps that government representatives, industry leaders, and INFORMS members can take to improve supply chain resilience.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/chris_tang.jpg\" title=\"chris_tang\" alt=\"Chris Tang will be speaking at the 2021 INFORMS Annual Meeting\">\n<p><strong>Chris Tang<\/strong><br>Operations Management, UCLA<\/p>\n<ul><li><h4>BIO<\/h4><p>Christopher Tang is a University Distinguished Professor and the holder of the Edward W. Carter Chair in Business Administration at the UCLA Anderson School of Management. Known as a world-renowned thought leader in global supply chain management, Chris has published six books, 30 book chapters, over 100 online blogs, and more than 160 research articles in various leading academic journals, as well as written articles for<em> The Wall Street Journal, Financial Times, Barron\u2019s, Fortune, Forbes, Bloomberg Law, China Daily, Los Angeles Times<\/em>, etc. Chris consulted with numerous global companies including Amazon, HP (California, Singapore, South Korea), IBM (New York, San Jose), Nestl\u00e9 (USA), GKN (UK), Accenture, etc.; taught courses at Stanford University, UC Berkeley, Hong Kong University of Science and Technology, National University of Singapore, MIT (Zaragoza), and London Business School.\u202f\u00a0<\/p> <p>Chris is the former editor of the journal <i>Manufacturing and Service Operations Management<\/i> and has also served on the editorial boards for <i>IIE transactions, Journal of Operations Management, Management Science, Operations Research, Production and Operations Management<\/i>, etc.\u00a0 He has been elected as a lifetime fellow by the Institute of Operations Research and the Management Sciences (INFORMS), Production and Operations Management Society (POMS), and the Manufacturing and Service Operations Management Society (MSOM). He received his BSc (first-class honors in mathematics) from King\u2019s College London; MA in statistics, MPhil in administrative science, and PhD in management science from Yale University.\u202f\u00a0<\/p><\/li><\/ul>\n<h2>Keynotes<\/h2>\n<h3><strong>SUNDAY <\/strong>1:30-2:30pm PDT<\/h3>\n<h4>Challenges and Opportunities for Operations Research in Electricity Markets<\/h4> <p><b>In-person location: CC - Ballroom B<\/b><br><\/p><p>Socio economic forces, development in generation technologies and environmental considerations have led to restructuring of the electric power systems in part of the USA and in many systems worldwide, transforming them from vertically integrated regulated monopolies to competitive market based systems. From a supply chain perspective competitive electricity markets represent, perhaps, the most challenging supply chain. The commodity is non-storable; demand is uncertain and highly correlated with weather, all the demand must be satisfied instantaneously with a high level of reliability (one day in ten years criteria for involuntary load curtailment). In addition service is provided over a network that is prone to congestion, flows over transmission lines cannot be directly controlled as in a transportation system (flows follow Kirchhoff\u2019s laws) and the market is encumbered by numerous externalities and market power. In spite of such obstacles there has been fascinating developments in the design and operations of competitive electricity markets over the last two decades through the use of state of the art optimization tools and economic principles. This talk will describe some of the key challenges in designing and operating competitive electricity markets. I will review the basic elements and alternative approaches adopted in different systems and discuss what we have learned so far in this area. I will also discuss new challenges and opportunities due to massive integration of renewable resources, proliferation of smart grid technologies and electrification of the transportation sector.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Shmuel_Oren.jpg\" title=\"Shmuel_Oren\" alt=\"Shmuel Oren will be speaking at the 2021 INFORMS Annual Meeting\">\n<p><strong>Shmuel Oren<\/strong><br>UC Berkeley, Department of Industrial Engineering and Operations Research<\/p>\n<ul><li><h4>BIO<\/h4><p>Dr. Shmuel S. Oren is Professor of the Graduate School and the Earl J. Isaac Chair Professor in the Department of Industrial Engineering and Operations Research at UC Berkeley He is a co-founder and the Berkeley site director, of PSerc, a multi-university Power Systems Engineering Research Center. He has also been a member of the California ISO Market Surveillance Committee and a consultant to many private and public entities in the US and abroad. His Research has focused on nonlinear optimization, mechanism design, energy systems and on the design and analysis of electricity markets. He holds a B.S and M.S in Mechanical Engineering from the Technion, Israel and an M.S and Ph.D in Engineering Economic Systems from Stanford University. He is a Member of the US National Academy of Engineering, is a Life Fellow of the IEEE and Fellow of INFORMS.<\/p><\/li><\/ul>\n\n<h4>Challenges in the Application of Mathematical Programming Approaches to Enterprise-wide Optimization of Process Industries<\/h4> <p><b>In-person location: CC - Ballroom C<\/b><br><\/p><p>Enterprise-wide optimization (EWO) is an area that lies at the interface of chemical engineering and operations research, and has become a major goal in the process industries due to the increasing pressures for remaining competitive in the global marketplace. EWO involves optimizing the operations of supply, production and distribution activities of a company to reduce costs and inventories. A major focus in EWO is the optimization of manufacturing plants as part of the overall optimization of supply chains. Major operational items include production planning, scheduling, and control.<\/p> <p>This talk provides an overview of major modeling and computational challenges in the development of deterministic and stochastic linear\/nonlinear mixed-integer optimization models for planning and scheduling for the optimization of plants and entire supply chains that are involved in EWO problems. We address the following major challenges in this area:<\/p> <ol> <li>multi-scale optimization<\/li> <li>linear vs. nonlinear models<\/li> <li>handling of uncertainty and disruptions, and<\/li> <li>multiobjective and multilevel optimization.<\/li> <\/ol> <p>We illustrate these challenges in areas such as planning and scheduling of batch plants, simultaneous optimization of supply chain planning with inventory policies, optimization of business transactional processes in digital supply chains, demand side management in power intensive processes, development of infrastructure for shale gas production, and design of resilient and responsive supply chains for chemical products. These problems, which have been addressed in collaboration with industry through a consortium, have led to substantial economic savings.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Ignacio_Grossmann.jpg\" title=\"Ignacio_Grossmann\" alt=\"Ignacio Grossmann will be speaking at the 2021 INFORMS Annual Meeting\">\n<p><strong>Ignacio Grossmann<\/strong><br>Carnegie Mellon University, Rudolph R. and Florence Dean University Professor,\u00a0Chemical Engineering<\/p>\n<ul><li><h4>BIO<\/h4><p>Ignacio E. Grossmann (BS, Universidad Iberoamericana; MS, PhD, Imperial College) is the R.\u00a0R. Dean University Professor of chemical engineering at Carnegie Mellon, and director\u00a0of the Center for Advanced Process Decision-making.\u00a0A member of the National Academy of Engineering, he has received many awards\u00a0from\u00a0AIChE\u00a0and INFORMS, including the first Sargent Medal from the Institution of Chemical Engineers in 2015, and the distinction of\u00a0 being named \u201cOne of the Hundred Chemical Engineers of the Modern Era\u201d by AIChE\u00a0in 2008.\u00a0He has honorary doctorates from\u00a0Technical University of Dortmund,\u00a0Abo\u00a0Akademi, University of Maribor,\u00a0University of Cantabria,\u00a0Russian Kazan Technological University, Universidad\u00a0Nacional del Litoral,\u00a0and University of Alicante.\u00a0His research\u00a0interests are\u00a0in mixed-integer, disjunctive\u00a0and stochastic\u00a0programming, energy systems, water networks,\u00a0and\u00a0planning and scheduling for\u00a0enterprise-wide optimization.\u00a0He has authored more than 700 papers, and supervised\u00a062 PhD and 18 MS students. \u00a0<\/p><\/li><\/ul>\n\n<h4>Research, Data, and Policy at the Department of Transportation: An overview<\/h4> <p><b>In-person location: CC - Ballroom D<\/b><br><\/p><p>In this talk I will discuss elements of the Infrastructure Bill and the priorities of the Department of Transportation. Specially, I will discuss how the safety, equity, economic strength, and climate goals of the Department of Transportation can benefit from the active engagement of operations research and data science communities.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/08\/HampshireRobert_2021_INFORMS_Annual_meeting.jpg\" title=\"HampshireRobert_2021_INFORMS_Annual_meeting\" alt=\"Robert Hampshire headshot\">\n<p><strong>Robert Hampshire<br><\/strong>U.S. Department of Transportation<br>Deputy Assistant Secretary for Research and Technology and Chief Science Officer<\/p>\n<ul><li><h4>BIO<\/h4><p>Dr. Robert C. Hampshire serves as the Deputy Assistant Secretary for Research and Technology and Chief Science Officer. Hampshire was previously an associate professor at the Gerald R. Ford School of Public Policy at the University of Michigan. He was also a research associate professor in both the U-M Transportation Research Institute (UMTRI) and Michigan Institute for Data Science (MIDAS), and an affiliated faculty member in the Department of Industrial and Operations Engineering (IOE).<\/p> <p>His unique blend of engineering systems research with public policy has made him a leader in not only transportation research, but also on the disparate impact of policy decisions in transportation systems. This has led to important strides in our understanding of transportation equity. His research applies operations research, data science, and systems approaches to analyze novel transportation systems such as smart parking, connected vehicles, autonomous vehicles, ride-hailing, bike sharing, car sharing, as well as, pedestrian and bicyclist safety. His research focuses on environmental impacts, equity, and access to opportunities. His work has been cited widely, and covered by major press outlets. He has worked extensively with both public and private sector partners worldwide. He has also been a faculty member at Carnegie Mellon University and a visiting professor at Massachusetts Institute of Technology. Hampshire received a PhD in operations research and financial engineering from Princeton University.<\/p><\/li><\/ul>\n<h3><strong>MONDAY<\/strong> 1:30-2:30pm PDT<\/h3>\n<h4>Multiagent Reasoning for Social Impact: Results from Deployments for Public Health and Conservation<\/h4> <p><b>In-person location: CC - Ballroom A<\/b><\/p> <p>With the maturing of AI and multiagent systems research, we have a tremendous opportunity to direct these advances towards addressing complex societal problems. I focus on the problems of public health and conservation, and address one key cross-cutting challenge: how to effectively deploy our limited intervention resources in these problem domains. I will present results from work around the globe in using AI for HIV prevention, Maternal and Child care interventions, TB prevention and COVID modeling, as well as for wildlife conservation. Achieving social impact in these domains often requires methodological advances. To that end, I will highlight key research advances in multiagent reasoning and learning, in particular in, computational game theory, restless bandits and influence maximization in social networks.In pushing this research agenda, our ultimate goal is to facilitate local communities and non-profits to directly benefit from advances in AI tools and techniques.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Milind_Tambe.jpg\" title=\"Milind_Tambe\" alt=\"Milind Tambe will be speaking at the 2021 INFORMS Annual Meeting\">\n<p><strong>Milind Tambe<\/strong><br \/>Harvard University &amp; Google Research<\/p>\n<ul><li><h4>BIO<\/h4><p>Milind\u00a0Tambe\u00a0is Gordon McKay Professor of Computer Science and\u202fdirector of Center for Research in Computation and Society at Harvard\u202fUniversity; concurrently, he is also director \"AI for Social Good\" at\u202fGoogle Research India. He is a recipient of the IJCAI John McCarthy\u202fAward, ACM\/SIGAI Autonomous Agents Research Award from AAMAS, AAAI\u202fRobert S.\u00a0Engelmore\u00a0Memorial Lecture Award,\u202f INFORMS\u00a0Wagner Prize,\u202fRist\u00a0Prize of the Military Operations Research Society, and Columbus\u202fFellowship Foundation Homeland Security Award. Professor Tambe has more than 25\u202fbest papers or honorable mentions at conferences such as AAMAS, AAAI, IJCAI, and\u202fmeritorious commendations from agencies such as the U.S. Coast Guard and\u202fthe Los Angeles Airport.\u202f He\u00a0is a fellow of AAAI and ACM.\u00a0<\/p><\/li><\/ul>\n\n<h4>Stochastic First Order Oracles and Where to Find Them<\/h4> <p><b>In-person location: CC - Ballroom B<\/b><br><\/p><p>Continuous optimization is a mature field, which has recently undergone major expansion and change. One of the key new directions is the development of methods that do not require exact information about the objective function. Nevertheless majority of these methods, from stochastic gradient descent to \"zero-th order\" methods use some kind of approximate first order information. We will overview different methods of obtaining this information, including simple stochastic gradient via sampling, robust gradient estimation in adversarial settings, traditional and randomized finite difference methods and more.<\/p> <p>We will discuss what key properties of these inexact, stochastic first order oracles are useful for convergence analysis of optimization methods that use them.&nbsp;<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Katya_Scheinberg.jpg\" title=\"Katya_Scheinberg\" alt=\"Katya Scheinberg will be speaking at the 2021 INFORMS Annual Meeting\">\n<p><strong>Katya Scheinberg<\/strong><br>Cornell University, School of Operations Research and Information Engineering<\/p>\n<ul><li><h4>BIO<\/h4><p>Katya\u00a0Scheinberg is a professor and director of graduate studies in the School of Operations Research and Information Engineering at Cornell University. Prior to joining Cornell she was the Harvey E. Wagner Endowed Chair Professor in the Industrial and Systems Engineering Department at Lehigh University. She attended Moscow University for her undergraduate studies and received her PhD from Columbia University. She worked at the IBM T.J. Watson Research Center as a research staff member for more than a decade before joining Lehigh in 2010. Katya\u2019s main research areas are related to developing practical algorithms (and their theoretical analysis) for various problems in continuous optimization, such as convex optimization, derivative free optimization, machine learning, quadratic programming, etc. In 2015, jointly with Andy Conn and Luis Vicente, she received the Lagrange Prize awarded jointly by SIAM and MOS. In 2019 she was awarded the Farkas Prize of INFORMS Optimization Society. Katya is currently the editor-in-chief of <em>Mathematics of Operations Research<\/em>, and a co-editor of <em>Mathematical\u00a0<\/em><em>Programming.<\/em>\u00a0<\/p><\/li><\/ul>\n\n<h4>A Journey through Public Sector Operations Research<\/h4> <p><b>In-person location: CC - Ballroom C<\/b><br><\/p><p>Societally important problems have driven the theory and application of operations research since its origins in World War II.&nbsp; Recent events have highlighted the enormous number of challenges that require expertise from operations research and analytics.&nbsp; The operations research community has a long history of stepping up to address challenging problems in the public sector through modeling, computation, and data analytics that has influenced policy and impacted practice. This has been a central theme of my academic career, which has focused on security, emergency response, public safety, and risk management. This talk discusses several research problems, focusing on how operations research has made a difference, and offers a blueprint for how the operations research community can tackle future challenges, impact society, and broadcast our message to the world.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/08\/Laura_Albert_2021_INFORMS_Annual_Meeting_keynote.jpg\" title=\"Laura_Albert_2021_INFORMS_Annual_Meeting_keynote\" alt=\"Laura Albert headshot\">\n<p><strong>Omega Rho Distinguished Lecturer<\/strong><\/p> <p><strong>Laura Albert<\/strong><br>University of Wisconsin- Madison<\/p>\n<ul><li><h4>BIO<\/h4><p>Laura Albert, Ph.D., is a Professor and the David Gustafson Department Chair of Industrial &amp; Systems Engineering at the University of Wisconsin-Madison. Her research interests are in the field of operations research, with a particular focus on discrete optimization with application to homeland security and emergency response problems. Dr. Albert\u2019s research has been supported by the National Science Foundation, the Department of Homeland Security, the Department of the Army, and Sandia National Laboratory. She has authored or co-authored more than 70 publications in archival journals and refereed proceedings. She has been awarded many honors for her research, including the American Association for the Advancement of Science (AAAS) Fellow Award, Institute of Industrial and Systems Engineers (IISE) Fellow Award, the INFORMS Impact Prize, four publication awards, a National Science Foundation CAREER award, a Fulbright Award, and a Department of the Army Young Investigator Award. Dr. Albert has served on the INFORMS Board as the Vice President for Marketing, Communication, and Outreach. She is the author of the blog \u201cPunk Rock Operations Research.\u201d You can find her on twitter at @lauraalbertphd.<\/p><\/li><\/ul>\n\n<h4>A Dynamic Queueing Road Map from Communication Systems to Resource Sharing Services<\/h4> <p><b>In-person location: CC - Ballroom D<\/b><br><\/p><p>The field of operations research applies mathematics to the creation of quantitative languages designed for strategic decision making. Queueing theory was invented just over a century ago to design efficiency into communication systems. In the 21st century, it plays this same role in the design of resource sharing services. Rates for customer service demand can easily be dependent on the time of day, week, or seasonal effects. Hence dynamic rate queues are more realistic stochastic models than their traditional constant rate counterparts. Moreover, since they are not amenable to classical steady state analysis techniques, dynamic rate problems lead to greater mathematical challenges. Along with many collaborators, this talk covers a personal research journey to develop a dynamic rate queueing theory. We also show how the guideposts for our path evolved from communication systems to resource-sharing services.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/07\/William_Massey.jpg\" title=\"William_Massey\" alt=\"William Massey is a keynote speaker at the 2021 INFORMS Annual Meeting\">\n<p><strong>William Massey<\/strong><br>Princeton University, Edwin S. Wilsey Professor of Operations Research and Financial Engineering<\/p>\n<ul><li><h4>BIO<\/h4><p>William A. Massey is the Edwin S. Wilsey Professor in the Princeton University Department of Operations Research and Financial Engineering, an INFORMS fellow, and an inaugural fellow of the American Mathematical Society. His publications span many research interests including queueing theory, dynamical systems, control theory and stochastic networks, all topics inspired by communication and healthcare systems as well as transportation networks.<\/p> <p>After growing up in St. Louis, Missouri and graduating from University City High School in 1973, he received his Princeton University A.B. mathematics degree in 1977 (Magna Cum Laude, Phi Beta Kappa, and Sigma Xi) and Stanford University mathematics PhD in 1981, funded by the Bell Laboratories Cooperative Research Fellowship Program for Minorities. After 20 years as a member of technical staff in the Mathematical Sciences Research Center of Bell Labs, he joined the Princeton faculty in 2001, where he has also been a member of the Institute for Advanced Study. Since 1995, he has organized 26 annual Conferences for African American Researchers in the Mathematical Sciences (CAARMS).<\/p><\/li><\/ul>\n<h3><strong>TUESDAY<\/strong> 1:30-2:30pm PDT<\/h3>\n<h4>Policy Modeling For SARS-CoV-2 Screening, Prevention, And Vaccination<\/h4> <p><b>In-person location: CC - Ballroom A<\/b><br><\/p><p>In 2020, the SARS-CoV-2 pandemic repeatedly forced decision makers to confront the tradeoff between clinical, epidemiological, and economic considerations. More often than not, a policy response was demanded long before major uncertainties could be resolved via the traditional forms of health and medical investigation. Four dilemmas will be presented, each of which was the topic of front-page media coverage, and describe Dr. Paltiel's personal experiences developing simple policy models to address them:<\/p> <ul> <li>How to reopen college campuses safely?<\/li> <li>How to trade vaccine efficacy against speed of implementation?<\/li> <li>How to choose between single- and two-dose vaccines?<\/li> <li>How to evaluate the costs and benefits of population-wide, home-based, rapid, antigen testing?<\/li> <\/ul>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/David_Paltiel.jpg\" title=\"David_Paltiel\" alt=\"David Paltiel will speak at the 2021 INFORMS Annual Meeting\">\n<p><strong>A. David Paltiel<\/strong><br>Yale School of Management, Professor of Public Health<\/p>\n<ul><li><h4>BIO<\/h4><p>A. David Paltiel\u00a0is professor of health policy and management at the Yale School of Public Health, where he co-directs the Public Health Modeling Unit. He also holds an appointment as professor in the Yale School of Management. Dr. Paltiel designs policy models and conducts cost-effectiveness analyses to inform prevention, screening, and treatment interventions in health and medicine. He maintains a particular interest in infectious disease and has served on clinical guideline review panels and scientific advisory committees for the U.S. National Institutes of Health, U.S. Centers for Disease Control and Prevention, U.S. National Academies, French\u00a0Institut\u00a0de\u00a0Veille\u00a0Sanitaire, and the French National Agency for AIDS Research (ANRS). Dr. Paltiel holds a BA (1981) from McGill University and received both an MBA (1985) and a PhD (1992) in operations research from Yale University, under the supervision of Professors Eric\u00a0Denardo\u00a0and Edward Kaplan.\u00a0<\/p><\/li><\/ul>\n\n<h4>2021 UPS George D. Smith Prize Winner Reprise: Strengthening Ties Between Academia and Industry<\/h4> <p><b>In-person location: CC - Ballroom B<\/b><\/p> <p>2021The UPS George D. Smith Prize is created in the spirit of strengthening ties between industry and the schools of higher education that graduate young practitioners of operations research. INFORMS, with the help of the INFORMS Practice Section, will award the prize to an academic department or program for effective and innovative preparation of students to be good practitioners of operations research, management science, or analytics.<\/p> <p>The UPS George D. Smith Prize is named in honor of the late UPS Chief Executive Officer who was a champion of operations researchers at a leading Fortune 500 corporation. UPS generously sponsors the award in his memory.<\/p>\n\n<h4>Using OR to improve emergency vehicle planning and performance<\/h4> <p><b>In-person location: CC - Ballroom C<\/b><br><\/p><p>In life-threatening situations each second counts. It is therefore of utmost importance that emergency medical response vehicles are used efficiently. This involves determining ambulance location sites, and the number of vehicles that should be stationed at these sites, as well as using dispatch policies that keep sufficient coverage even when a subset of vehicles are dispatched to calls. In this talk we will review emergency medical response vehicle location models and dispatch algorithms with a focus on road ambulances and helicopters. The main body of the work presented here is an outcome of research projects involving university researchers in the Netherlands and Norway, and representatives from the National Institute for Public Health and the Environment in the Netherlands, the Norwegian Air Ambulance Foundation, and regional Health Trusts.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/05\/Karen_Aardal.jpg\" title=\"Karen_Aardal\" alt=\"Karen Aardal is the IFORS Distinguished Lecturer at the 20212 INFORMS Annual Meeting\">\n<p><strong>IFORS Distinguished Lecturer<\/strong><\/p> <p><strong>Karen Aardal<\/strong><br \/> TU Delft<\/p>\n<ul><li><h4>BIO<\/h4><p>Karen Aardal's research interests are integer and combinatorial optimization. She is also working on analysis of algorithms and applications in the area of health and logistics. Before becoming full professor at TU Delft she held positions at several Dutch universities and at CWI, and at the University of Essex, UK and GeorgiaTech, USA.<br>Karen was chair of the Mathematical Optimization Society (MOS) in the period July 2016\u2013July 2019, and has previously been chair of the MOS Publications and Executive Committees. She has served three terms as a member of the board of INFORMS Computing Society. She was area editor Design and Analysis of Algorithms of <em>INFORMS Journal on Computing<\/em> in the period 2007\u20132018, and has served or is serving as associate editor of <em>Mathematical Programming Series B<\/em>, <em>Networks<\/em>, <em>Operations Research Letters<\/em>, and <em>EURO Journal on Computational Optimization<\/em>. She has co-edited the handbook on Discrete Optimization (Elsevier). She became INFORMS Fellow in 2019.<\/p><\/li><\/ul>\n\n<h4>2021 Wagner Prize Winner Reprise<\/h4> <p><b>In-person location: CC - Ballroom D<\/b><br><\/p><p>The Daniel H. Wagner Prize is awarded for a paper and presentation that describe a real-world, successful application of operations research or advanced analytics. The prize criteria emphasizes innovative, elegant mathematical modeling and clear exposition. To learn more about the prize, <a href=\"https:\/\/www.informs.org\/Recognizing-Excellence\/INFORMS-Prizes\/Daniel-H.-Wagner-Prize-for-Excellence-in-the-Practice-of-Advanced-Analytics-and-Operations-Research\">visit the information page<\/a>.<\/p>\n\n<h4>Lagrangian Control at Large and Local Scales in Mixed Autonomy Traffic Flow<\/h4> <p><b>In-person location: CC - Ballroom E<\/b><br><\/p><p>This talk investigates Lagrangian (mobile) control of traffic flow at local scale (vehicular level). The question of how will self-driving vehicles will change traffic flow patterns is investigated. We describe approaches based on deep reinforcement learning presented in the context of enabling mixed-autonomy mobility. The talk explores the gradual and complex integration of automated vehicles into the existing traffic system. We present the potential impact of a small fraction of automated vehicles on low-level traffic flow dynamics, using novel techniques in model-free deep reinforcement learning, in which the automated vehicles act as mobile (Lagrangian) controllers to traffic flow.<\/p> <p>Illustrative examples will be presented in the context of a new open-source computational platform called FLOW, which integrates state of the art microsimulation tools with deep-RL libraries on AWS EC2. Interesting behavior of mixed autonomy traffic will be revealed in the context of emergent behavior of traffic: <a href=\"https:\/\/flow-project.github.io\/\">https:\/\/flow-project.github.io\/<\/a><\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Alexandre_Bayen.jpg\" title=\"Alexandre_Bayen\" alt=\"Alexandre Bayen will speak at the 2021 INFORMS Annual Meeting\">\n<p><strong>Alexandre Bayen<\/strong><br>UC Berkeley, Civil Engineering\/Aero Engineering<\/p>\n<ul><li><h4>BIO<\/h4><p>Alexandre\u00a0Bayen\u202fis the\u202fLiao-Cho professor of engineering at UC Berkeley; professor of\u202f\u202f<a href=\"http:\/\/www.eecs.berkeley.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\">electrical engineering and computer science<\/a>\u202fand\u202f<a href=\"http:\/\/www.ce.berkeley.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\">civil and environmental engineering<\/a>.\u202fHe is director of the\u202f<a href=\"http:\/\/its.berkeley.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\">Institute of Transportation Studies<\/a>\u202f(ITS),\u202f\u202fand\u202fa faculty scientist in mechanical engineering at the\u202f<a href=\"http:\/\/www.lbl.gov\/\" target=\"_blank\" rel=\"noreferrer noopener\">Lawrence Berkeley National Laboratory<\/a>\u202f(LBNL). He received an engineering degree in applied mathematics from \u00c9cole\u00a0Polytechnique, France, in 1998, an MS and PhD in aeronautics and astronautics from Stanford University in 1999 and 2004, respectively. He was a visiting researcher at NASA Ames Research Center from 2000 to 2003, and\u202f worked as the research director of the Autonomous Navigation Laboratory at the\u00a0Laboratoire\u00a0de recherches balistiques\u00a0et a\u00e9rodynamiques, (Ministere\u00a0de la Defense, Vernon, France), where he holds the rank of Major.\u00a0<\/p><\/li><\/ul>\n<h3><strong>WEDNESDAY<\/strong> 1:30-2:30pm PDT<\/h3>\n<h4>Boundary-Expanding OR\/OM Research<\/h4> <p><b>In-person location: CC - Ballroom A<\/b><br><\/p><p>OR&nbsp;and&nbsp;OM&nbsp;have brought about significant improvements&nbsp;to operations in diverse&nbsp;domains, including&nbsp;military, manufacturing and service, and the knowledge economy.&nbsp;Every technological advance in the modern world has been met with the pursuit of new models by the OR\/OM community, often providing fundamental understanding of and significant improvements to its deployment.&nbsp;In this talk, the speaker will share her experience in pursuing research in the boundaries of operations and finance, wireless communications and blockchains, including the inspirations, execution, challenges and lessons learned. Pursuing such projects is not without risk, but is an effective way for a researcher to reinvent him\/herself and have a fulfilling career.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/04\/Rachel_Zhang.jpg\" title=\"Rachel_Zhang\" alt=\"Rachel Zhang will be speaking at the 2021 INFORMS Annual Meeting\">\n<p><strong>Rachel Zhang<\/strong><br>Hong Kong University of Science and Technology, Industrial Engineering and Decision Analytics<\/p>\n<ul><li><h4>BIO<\/h4><p>Rachel Q. Zhang is\u202fchair professor in the Department of Industrial Engineering and Decision Analytics at Hong Kong University of Science and Technology. Over the past decades, she has worked on various\u202fareas of operations management, including boundaries of operations, finance,\u00a0economics, and new technologies. Her research has appeared in premier technical journals such as\u202f<i>Operations Research, Management Science, Mathematics of Operations Research, Advances in Applied\u00a0<\/i><i>Probability,<\/i><i>\u202f<\/i>and<i>\u202fINFORMS Journal on Applied Analytics<\/i>. Her early work focused\u202fon computational and structural analyses of various inventory systems and joint operational and financial decisions. Her work on supply chain management includes quality improvement along supply chains and auction mechanisms for supply chain procurement. Recently, she conducted research\u00a0on\u202foperations in wireless communications and blockchains.\u202f\u00a0<\/p> <p>Professor Zhang received her PhD from the Department of Industrial Engineering and Management Sciences at Northwestern University.\u202fPrior to joining HKUST, she was\u202fa faculty member at University of Michigan and\u202f\u202fCornell University. She is a recipient of the NSF CAREER Award and an honorable mention in the INFORMS George Nicholson Student Paper Competition. She\u202fis an active member of the O.R. community, and\u202fhas served as\u202fassociate editor for <em>M&amp;SOM<\/em>, <em>POM<\/em>, and <em>IISE Transactions<\/em>, as well as chair of the <em>IIE Transactions<\/em> (Scheduling and Logistics) Best Paper Award and IIE Pritsker\u00a0Doctoral Dissertation Award\u202fcommittees. She has served as co-chair of the MSOM Conference and the MSOM cluster for the INFORMS Annual Meeting, program chair for the IFORS conference,\u00a0a panelist for NSF,\u00a0and a\u202fmember\u202fof\u202fvarious competition\u202fcommittees.\u00a0<\/p><\/li><\/ul>\n\n<h4>2021 Franz Edelman Award Reprise: Towards Zero Hunger with Analytics<\/h4> <p><b>In-person location: CC - Ballroom B<\/b><\/p><p>The world\u2019s leading humanitarian organization, and 2020 Nobel Peace Prize Laureate, is saving and changing lives by delivering food assistance in emergencies and working with communities to improve nutrition and build resilience. In 2020, WFP assisted nearly 100 million people across 88 countries. Analytics has underpinned WFP\u2019s management of its vast and complex humanitarian operations, helping it reach more people, respond faster in emergencies, and realize significant savings that are used to improve lives and empower communities.<\/p>\n\n<h4>Operational Data Driven Interventions to Decrease Adverse Events Associated with Opioid Overdose<\/h4> <p><b>In-person location: CC - Ballroom C<\/b><br><\/p><p>In this talk, we present a systematic data driven approach to decrease adverse events associated with overdose episodes. We take a three fold approach. First, we examine pathways that result in opioid use and devise protocols to decrease the number of new users. Second, we predict adverse occurrence of adverse episodes among current users and adopt timely interventions that will decrease the likelihood and severity of an event. Third, we focus on the care pathways for existing users and use simple operational techniques to increase the system\u2019s capacity as well as improve outcomes.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/07\/Mahesh.jpg\" title=\"Mahesh\" alt=\"Mahesh\">\n<p><strong>Mahesh Nagarajan<\/strong><br>University of British Columbia, Operations Management<\/p>\n<ul><li><h4>BIO<\/h4><p>Mahesh is a Professor of operations at the Sauder the school of business, University of British Columbia and holds the Alumni chair of stiochastic optimization. His interests include stochastic optimizations and its applications to inventory control, cooperative game theory and health care management. He serves on the editorial board of Management Science, Operations Research, M&amp;SOM, POMS and OR letters.<\/p><\/li><\/ul>\n\n<h4>Can Algorithms Help Us Better Understand Inequality?<\/h4> <p><b>In-person location: CC - Ballroom D<\/b><\/p> <p>Abstract to be added.<\/p>\n<img src=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/files\/2021\/09\/Rediet_Abebe_web.jpg\" title=\"Rediet_Abebe_web\" alt=\"Rediet_Abebe_web\">\n<p><strong>Invited Speaker of the 2021 INFORMS Diversity, Equity, and Inclusion Committee<\/strong><\/p> <p><strong>Rediet Abebe <\/strong><br \/> UC Berkeley, Harvard Society of Fellows<\/p>\n<ul><li><h4>BIO<\/h4><p>Rediet Abebe is an Assistant Professor of Computer Science at the University of California, Berkeley and a Junior Fellow at the<a href=\"https:\/\/socfell.fas.harvard.edu\/senior-junior-fellows-current-academic-year\"> Harvard Society of Fellows<\/a>. Abebe holds a Ph.D. in computer science from Cornell University and graduate degrees in mathematics from Harvard University and the University of Cambridge. Her research is broadly in algorithms and artificial intelligence, with a focus on equity and distributive justice concerns. As part of this research agenda, Abebe co-founded and co-organizes the <a href=\"http:\/\/md4sg.com\/\">MD4SG<\/a> initiative and is serving as a Program Co-Chair for the inaugural<a href=\"http:\/\/eaamo.org\/\"> ACM Conference on Equity and Access in Algorithms, Mechanisms, and Optimization<\/a> (EAAMO '21). Her dissertation received the 2020<a href=\"https:\/\/www.kdd.org\/awards\/sigkdd-dissertation-award\"> ACM SIGKDD Dissertation Award<\/a> and an honorable mention for the<a href=\"http:\/\/www.sigecom.org\/award-phd.html\"> ACM SIGEcom Dissertation Award<\/a> for offering the foundations of this emerging research area. Abebe's work has informed policy and practice at the National Institute of Health (NIH), the Ethiopian Ministry of Education, and the United Nations Food Systems Summit. Abebe also co-founded <a href=\"https:\/\/blackinai.github.io\/\">Black in AI<\/a>, a non-profit organization tackling equity issues in AI. Her work is influenced by her upbringing in her hometown of Addis Ababa, Ethiopia.<\/p><\/li><\/ul>\n\n<h4>What Can Algorithms Tell Us About Inequality?<\/h4> <a href=\"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/dei-special-events\/#wednesday\">Click here to learn more about the DEI Special Speaker's talk<\/a>\u00a0on the DEI Special Events page.","_links":{"self":[{"href":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/wp-json\/wp\/v2\/pages\/144","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/wp-json\/wp\/v2\/users\/1001077"}],"replies":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/wp-json\/wp\/v2\/comments?post=144"}],"version-history":[{"count":213,"href":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/wp-json\/wp\/v2\/pages\/144\/revisions"}],"predecessor-version":[{"id":2105,"href":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/wp-json\/wp\/v2\/pages\/144\/revisions\/2105"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/wp-json\/wp\/v2\/media\/7"}],"wp:attachment":[{"href":"https:\/\/meetings.informs.org\/wordpress\/anaheim2021\/wp-json\/wp\/v2\/media?parent=144"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}