{"id":2074,"date":"2022-02-25T17:56:01","date_gmt":"2022-02-25T17:56:01","guid":{"rendered":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/emily-mcintosh-copy\/"},"modified":"2022-02-25T18:02:32","modified_gmt":"2022-02-25T18:02:32","slug":"miguel-anjos","status":"publish","type":"page","link":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/miguel-anjos\/","title":{"rendered":"Miguel Anjos"},"content":{"rendered":"<!--themify_builder_content-->\n<div id=\"themify_builder_content-2074\" data-postid=\"2074\" class=\"themify_builder_content themify_builder_content-2074 themify_builder tf_clear\">\n                    <div  data-lazy=\"1\" class=\"module_row themify_builder_row dropPadding-bottom tb_lfv6410 tb_first 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 col4-1 tb_5tcm411 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_sgao411 image-top  track forecast tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img decoding=\"async\" src=\"\/wordpress\/analytics2022\/files\/2022\/02\/miguelAnjos.jpg\" title=\"Miguel Anjos\" alt=\"Miguel Anjos headshot\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <div class=\"image-content\">\n                    <h3 class=\"image-title\">\n                                    Miguel Anjos                            <\/h3>\n                    <\/div>\n    <!-- \/image-content -->\n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_go9f412 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_dtp4412   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h1>Miguel Anjos<\/h1>\n<h5>Chair of Operational Research at the School of Mathematics, University of Edinburgh<\/h5>\n<p>Miguel F. Anjos holds the Chair of Operational Research at the School of Mathematics, University of Edinburgh. He was previously on the faculty of Polytechnique Montreal, the University of Waterloo, and the University of Southampton. His accolades include a Canada Research Chair, the NSERC-Hydro-Quebec-Schneider Electric Industrial Research Chair, a Humboldt Research Fellowship, the title of EUROPT Fellow, and the Queen Elizabeth II Diamond Jubilee Medal. He is a Fellow of the Canadian Academy of Engineering.<\/p>\n<p>Miguel&#8217;s research interests are in the theory, algorithms, and applications of mathematical optimization. He has had extended research collaborations with companies such as EDF, Expretio Technologies, Hydro-Quebec, National Grid, Rio Tinto, and Schneider Electric. He is the Founding Academic Director of the Trottier Institute for Energy at Polytechnique Montreal. He has been an active INFORMS member for nearly 20 years and served on the Advisory Council for the INFORMS Practice Conference from 2007 to 2011, and on the Selects Committee for the INFORMS Business Analytics Conference from 2013 to 2017. Currently he is the INFORMS VP for International Activities, and President of the INFORMS Section on Energy, Natural Resources, and the Environment.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-css_id=\"3h6c410\" data-lazy=\"1\" class=\"module_row themify_builder_row fullwidth_row_container tb_3h6c410 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_m6q6413 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_2wsm413 level professional  \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p>Professional<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_4hyy413 track forecast  \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h6>Track: Forecasting<\/h6>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_hnbn413   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h2>An Inexpensive Machine Learning Approach for Robust Forecasting, Or How to Fix the Forecasting Models that the Pandemic Broke<\/h2>\n<p>The Covid-19 pandemic\u2019s effect on consumer behaviour caused many predictive models to completely fail. As this predictive work is essential in downstream decision making, especially in such a time of crisis, a reliable and efficient method to mend the predictive capacity of forecasting models is a crucial business need. This presentation is about a method developed at ExPretio Technologies to tackle this problem for rail passenger demand forecasting. The key insight is that existing models can be recycled as inputs for machine learning, specifically to reassess the predictions from the original models in the context of newly incoming data. A major advantage of this method is that it alleviates the need for costly calibration required to develop predictive models from scratch. This method not only fixed the models broken by the pandemic but also gives an improved performance compared to previously used individual models on pre-pandemic data.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                        <\/div>\n        <\/div>\n        <\/div>\n<!--\/themify_builder_content-->","protected":false},"excerpt":{"rendered":"<p>Miguel Anjos Miguel Anjos Chair of Operational Research at the School of Mathematics, University of Edinburgh Miguel F. Anjos holds the Chair of Operational Research at the School of Mathematics, University of Edinburgh. He was previously on the faculty of Polytechnique Montreal, the University of Waterloo, and the University of Southampton. His accolades include a [&hellip;]<\/p>\n","protected":false},"author":1001094,"featured_media":1601,"parent":256,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"class_list":["post-2074","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>Miguel Anjos - 2022 INFORMS Business Analytics Conference<\/title>\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\/analytics2022\/speakers\/miguel-anjos\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Miguel Anjos\" \/>\n<meta property=\"og:description\" content=\"Miguel Anjos Miguel Anjos Chair of Operational Research at the School of Mathematics, University of Edinburgh Miguel F. 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Anjos holds the Chair of Operational Research at the School of Mathematics, University of Edinburgh. He was previously on the faculty of Polytechnique Montreal, the University of Waterloo, and the University of Southampton. His accolades include a Canada Research Chair, the NSERC-Hydro-Quebec-Schneider Electric Industrial Research Chair, a Humboldt Research Fellowship, the title of EUROPT Fellow, and the Queen Elizabeth II Diamond Jubilee Medal. He is a Fellow of the Canadian Academy of Engineering.<\/p> <p>Miguel's research interests are in the theory, algorithms, and applications of mathematical optimization. He has had extended research collaborations with companies such as EDF, Expretio Technologies, Hydro-Quebec, National Grid, Rio Tinto, and Schneider Electric. He is the Founding Academic Director of the Trottier Institute for Energy at Polytechnique Montreal. He has been an active INFORMS member for nearly 20 years and served on the Advisory Council for the INFORMS Practice Conference from 2007 to 2011, and on the Selects Committee for the INFORMS Business Analytics Conference from 2013 to 2017. Currently he is the INFORMS VP for International Activities, and President of the INFORMS Section on Energy, Natural Resources, and the Environment.<\/p>\n<p>Professional<\/p>\n<h6>Track: Forecasting<\/h6>\n<h2>An Inexpensive Machine Learning Approach for Robust Forecasting, Or How to Fix the Forecasting Models that the Pandemic Broke<\/h2> <p>The Covid-19 pandemic\u2019s effect on consumer behaviour caused many predictive models to completely fail. As this predictive work is essential in downstream decision making, especially in such a time of crisis, a reliable and efficient method to mend the predictive capacity of forecasting models is a crucial business need. This presentation is about a method developed at ExPretio Technologies to tackle this problem for rail passenger demand forecasting. The key insight is that existing models can be recycled as inputs for machine learning, specifically to reassess the predictions from the original models in the context of newly incoming data. A major advantage of this method is that it alleviates the need for costly calibration required to develop predictive models from scratch. This method not only fixed the models broken by the pandemic but also gives an improved performance compared to previously used individual models on pre-pandemic data.<\/p>","_links":{"self":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/pages\/2074","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/users\/1001094"}],"replies":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/comments?post=2074"}],"version-history":[{"count":8,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/pages\/2074\/revisions"}],"predecessor-version":[{"id":2083,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/pages\/2074\/revisions\/2083"}],"up":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/pages\/256"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/media\/1601"}],"wp:attachment":[{"href":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/wp-json\/wp\/v2\/media?parent=2074"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}