{"id":20,"date":"2018-09-27T16:14:51","date_gmt":"2018-09-27T16:14:51","guid":{"rendered":"http:\/\/mitmgmtfaculty.mit.edu\/gperakis\/events\/"},"modified":"2021-10-27T15:31:14","modified_gmt":"2021-10-27T15:31:14","slug":"publications","status":"publish","type":"page","link":"https:\/\/mitmgmtfaculty.mit.edu\/gperakis\/publications\/","title":{"rendered":"Publications &amp; Patents"},"content":{"rendered":"<div id=\"pl-20\"  class=\"panel-layout\" ><div id=\"pg-20-0\"  class=\"panel-grid panel-no-style\" ><div id=\"pgc-20-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-20-0-0-0\" class=\"so-panel widget widget_mit_faculty_research_publications panel-first-child\" data-index=\"0\" >\t\t\t<ul class=\"nav nav-tabs nav-tabs--publications\">\n\t\t\t\t<li class=\"publication-type-select\">\n\t\t\t\t\t<span class=\"nav-tab--selected\">Articles<\/span>\n\t\t\t\t\t<i class='fa fa-angle-down'><\/i>\n\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li class=\"nav-item nav-tab active\">\n\t\t\t\t\t\t<a href=\"#articles\" class=\"active\" data-toggle=\"tab\">\n\t\t\t\t\t\t\t<div class=\"nav-dropdown-spacer\">Articles<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li class=\"nav-item nav-tab\">\n\t\t\t\t\t\t<a href=\"#working-papers\" class=\"\" data-toggle=\"tab\">\n\t\t\t\t\t\t\t<div class=\"nav-dropdown-spacer\">Working Papers<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t<li class=\"nav-item nav-tab\">\n\t\t\t\t\t\t<a href=\"#other-types-of-publications\" class=\"\" data-toggle=\"tab\">\n\t\t\t\t\t\t\t<div class=\"nav-dropdown-spacer\">Other Types of Publications<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<\/ul>\n\n\t\t\t<div class=\"tab-content\">\n\t\t\t\t\t\t\t\t\t<ul class=\"tab-pane active\" id=\"articles\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.2022.02324\">\"Optimal Interventions for Increasing Healthy Food Consumption Among Low-Income Populations.\"<\/a><\/h4> Levi, Retsef, Elisabeth Paulson, and Georgia Perakis. <i>Management Science<\/i>. Forthcoming.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1177\/10591478241240390\">\"A Granular Approach to Optimal and Fair Patient Placement in Hospital Emergency Departments.\"<\/a><\/h4> Canellas, Maureen M., Dessislava A. Pachamanova, Georgia Perakis, Omar Skali Lami, and Asterios Tsiourvas. <i>Production and Operations Management<\/i> Vol. 34, No. 4 (2025): 575-589.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/s10994-025-06771-8\">\"Tight Mixed-integer Optimization Formulations for Prescriptive Trees.\"<\/a><\/h4> Biggs, Max and Georgia Perakis. <i>Machine Learning<\/i> Vol. 114, No. 156 (2025).\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/opre.2020.0445\">\"Dynamic Pricing with Unknown Non-Parametric Demand and Limited Price Changes.\"<\/a><\/h4> Perakis, Georgia, and Divya Singhvi. <i>Operations Research<\/i> Vol. 72, No. 6 (2024): 2726-2744. <a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3336949\">SSRN Preprint<\/a>. <a target=\"_blank\" href=\"https:\/\/pubsonline.informs.org\/doi\/suppl\/10.1287\/opre.2020.0445\/suppl_file\/opre.2020.0445.sm1.pdf\">Supplementary Material<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1016\/j.annemergmed.2024.02.004\">\"A Granular View of Emergency Department Length of Stay: Improving Predictive Power and Extracting Real-Time, Actionable Insights.\"<\/a><\/h4> Canellas, Maureen M., Kevin A. Kotkowski, Dessislava A. Pachamanova, Georgia Perakis, Martin A. Reznek, Omar Skali Lami, and Asterios Tsiourvas. <i>Annals of Emergency Medicine<\/i> Vol. 84, No. 4 (2024): 386-398.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2024.intro.v26.n4\">\"Introduction: Frontiers in Operations.\"<\/a><\/h4> Perakis, Georgia. <i>Manufacturing & Service Operations Management<\/i> Vol. 26, No. 4 (2024): 1189.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.2022.01652\">\"Learning the Minimal Representation of a Continuous State-Space Markov Decision Process from Transition Data.\"<\/a><\/h4> Bennouna, Amine, Dessislava Pachamanova, Georgia Perakis, and Omar Skali Lami. <i>Management Science<\/i> Vol. 71, No. 6 (2024): 5162-5184. <a target=\"_blank\" href=\"https:\/\/pubsonline.informs.org\/doi\/suppl\/10.1287\/mnsc.2022.01652\/suppl_file\/mnsc.2022.01652.sm1.pdf\">Supplemental Material<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2020.0491\">\"Ancillary Services in Targeted Advertising: from Prediction to Prescription.\"<\/a><\/h4> Borenstein, Alison, Ankit Mangal, Georgia Perakis , Stefan Poninghaus, Divya Singhvi, Omar Skali Lami, Jiong Wei Lua. <i>Manufacturing & Service Operations Management<\/i> Vol. 25, No. 4 (2023): 1285-1303. <a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=4119066\">SSRN Preprint<\/a>. <a target=\"_blank\" href=\"https:\/\/pubsonline.informs.org\/doi\/suppl\/10.1287\/msom.2020.0491\/suppl_file\/msom.2020.0491.sm1.pdf\">Supplementary Materials<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/s10107-022-01874-9\">\"The Role of Optimization in Some Recent Advances in Data-driven Decision-making.\"<\/a><\/h4> Baardman, Lennart, Rares Cristian, Georgia Perakis, Divya Singhvi, Omar Skali Lami, and Leann Thayaparan. <i>Mathematical Programming<\/i> Vol. 200, No. 1 (2023): 1-35.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1111\/poms.13681\">\"COVID-19: A Multipeak SIR Based Model: Learning Waves and Optimizing Interventions.\"<\/a><\/h4> Perakis, Georgia, Divya Singhvi, Omar Skali Lami, and Leann Thayaparan. <i>Production and Operations Management<\/i> Vol. 32, No. 5 (2023): 1471-1489. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.2139\/ssrn.3817680\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2022.1160\">\"COVID-19: Prediction, Prevalence, and the Operations of Vaccine Allocation.\"<\/a><\/h4> Bennouna, Amine, Joshua Joseph, David Nze-Ndong, Georgia Perakis, Divya Singhvi, Omar Skali Lami, Yannis Spantidakis, Leann Thayaparan, and Asterios Tsiourvas. <i>Manufacturing & Service Operations Management <\/i> Vol. 25, No. 3 (2023): 1013-1032.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.2022.4477\">\"High-Low Promotion Policies for Peak-End Demand Models.\"<\/a><\/h4> Cohen-Hillel, Tamar, Kiran Panchamgam, and Georgia Perakis. <i>Management Science<\/i> Vol. 69, No. 4 (2023): 2016-2050.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2020.0893\">\"Detecting Customer Trends for Targeted Optimized Promotions.\"<\/a><\/h4> Baardman, Lennart, Setareh Borjian Boroujeni, Tamar Cohen-Hillel, Kiran Panchamgam, and Georgia Perakis. <i>Manufacturing and Service Operations Management<\/i> Vol. 25, No. 2 (2023): 448-467. <a target=\"_blank\" href=\"https:\/\/pubsonline.informs.org\/doi\/suppl\/10.1287\/msom.2020.0893\/suppl_file\/msom.2020.0893.sm1.pdf\">Supplemental Materials<\/a>. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.2139\/ssrn.3242529\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2021.1065\">\"\u200bPricing for Heterogeneous Products: Analytics of Ticket Reselling.\"<\/a><\/h4> Alley, Michael, Max Biggs, Rim Hariss, Charles Herrmann, Michael Li, and Georgia Perakis. <i>Manufacturing and Service Operations Management<\/i> Vol. 25, No. 2 (2023): 409-426. <a target=\"_blank\" href=\"https:\/\/pubsonline.informs.org\/doi\/suppl\/10.1287\/msom.2021.1065\/suppl_file\/msom.2021.1065.sm1.pdf\">Supplemental Materials<\/a>. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.2139\/ssrn.3360622\">SSRN Preprint<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.2022.4446\">\"Robust Pricing and Production with Information Partitioning and Adaptation.\"<\/a><\/h4> Perakis, Georgia, Melvyn Sim, Qinshen Tang, and Peng Xiong. <i>Management Science<\/i> Vol. 69, No. 3 (2023): 1398-1419.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1111\/poms.13877\">\"Constrained Optimization of Objective Functions Determined from Random Forests.\"<\/a><\/h4> Biggs, Max, Rim Hariss, and Georgia Perakis. <i>Production and Operations Management<\/i> Vol. 32, No. 2 (2023): 397-415.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1111\/poms.13830\">\"Care Coordination for Healthcare Referrals under a Shared-savings Program.\"<\/a><\/h4> Bravo, Fernanda, Retsef Levi, Georgia Perakis, and Gonzalo Romero. <i>Production and Operations Management<\/i> Vol. 32, No. 1 (2023): 189-206. <a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=4173302\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1016\/j.annemergmed.2022.08.098\">\"Disparities in Emergency Department Wait Times for Female, Transgender Female, Black and Non-English-Speaking Patients.\"<\/a><\/h4> Canellas, Maureen, Georgia Perakis, Dessislava Pachamanova, Omar Skali Lami, and Asterios Tsiourvas. <i>Annals of Emergency Medicine<\/i> Vol. 80, No. 4 (2022): S39.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2021.1055\">\"Distribution-Free Pricing.\"<\/a><\/h4> Chen, Hongqiao, Ming Hu, and Georgia Perakis. <i>Manufacturing & Service Operations Management<\/i> Vol. 24, No. 4 (2022): 1939-1958.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2021.1047\">\"Learning Personalized Product Recommendations with Customer Disengagement.\"<\/a><\/h4> Bastani, Hamsa, Pavithra Harsha, Georgia Perakis, and Divya Singhvi. <i>Manufacturing & Service Operations Management<\/i> Vol. 24, No. 4 (2022): 2010-2028.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2021.1069\">\"\u200bOn a Variation of Two-part Tariff Pricing of Services: a Data Driven Approach.\"<\/a><\/h4> Perakis, Georgia and Charles Thraves. <i>Manufacturing and Service Operations Management<\/i> Vol. 24, No. 3 (2022): 1369-1387. <a target=\"_blank\" href=\"https:\/\/pubsonline.informs.org\/doi\/suppl\/10.1287\/msom.2021.1069\/suppl_file\/msom.2021.1069.sm1.pdf\">Supplemental Material<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1073\/pnas.2113561119\">\"Evaluation of Individual and Ensemble Probabilistic Forecasts of COVID-19 Mortality in the United States.\"<\/a><\/h4> Perakis, Georgia et al. <i>Proceedings of the National Academy of Sciences<\/i> Vol. 119, No. 15 (2022): e211356111.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1111\/poms.13554\">\"Consumer Surplus Under Demand Uncertainty.\"<\/a><\/h4> Cohen, Maxime C., Georgia Perakis, and Charles Thraves. <i>Production and Operations Management<\/i> Vol. 31, No. 2 (2022): 478-494. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.2139\/ssrn.3035992\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1002\/nav.22020\">\"\u200bPublic Health Risks Arising from Food Supply Chains: Challenges and Opportunities.\"<\/a><\/h4> Chen, Lu, Donovan Guttieres, Retsef Levi, Elisabeth Paulson, Georgia Perakis, Nicholas Renegar, and Stacy Springs. <i>Naval Research Logistics<\/i> Vol. 68, No. 8 (2021): 1098-1112.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1016\/j.annemergmed.2021.09.183\">\"A Granular View of Emergency Department Length of Stay: Improving Predictive Power and Extracting Actionable Insights.\"<\/a><\/h4> Canellas, Maureen, Kevin Kotkowski, Dessislava Pachamanova, Georgia Perakis, Omar Skali Lami, and Asterios Tsiourvas. <i>Annals of Emergency Medicine<\/i> Vol. 78, No. 4 (2021): e1-e182.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/mbrjournal.com\/2022\/02\/03\/using-business-analytics-to-upgrade-sales-promotions\/\">\"Using Business Analytics to Upgrade Sales Promotions.\"<\/a><\/h4> Baardman, Lennart, Maxime C. Cohen, Kiran Panchamgam, and Georgia Perakis. <i>Management Business Review<\/i> Vol. 1, No. 3 (2021): 54-63. <a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=4059599\">SSRN<\/a>. <a target=\"_blank\" href=\"https:\/\/mbrjournal.com\/wp-content\/uploads\/2022\/02\/MBR_Fall-2021-Edition.pdf\">Download Full Issue<\/a>. <a target=\"_blank\" href=\"https:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=7663\">Download Pre-print<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.2020.3641\">\"Promotion Optimization for Multiple Items in Supermarkets.\"<\/a><\/h4> Cohen, Maxime C., Jeremy J. Kalas, and Georgia Perakis. <i>Management Science<\/i> Vol. 67, No. 4 (2021): 1993-2656. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.2139\/ssrn.3061451\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.2020.3602\">\"A Simple Rule for Pricing with Limited Knowledge of Demand.\"<\/a><\/h4> Cohen, Maxime C., Georgia Perakis, Robert S. Pindyck. <i>Management Science<\/i> Vol. 67, No. 3 (2021): 1608-1621.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/mbrjournal.com\/2022\/02\/03\/using-business-analytics-to-upgrade-sales-promotions\/\">\"Using Business Analytics to Upgrade Sales Promotions.\"<\/a><\/h4> Baardman, Lennart, Maxime C. Cohen, Kiran Panchamgam, and Georgia Perakis. <i>Management Business Review<\/i> (2021). <a target=\"_blank\" href=\"https:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=8142\">Download Pre-print<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/serv.2020.0262\">\"Frontiers in Service Science: The Management of Data Analytics Services: New Challenges and Future Directions.\"<\/a><\/h4> de V\u00e9ricourt, Francis, and Georgia Perakis. <i>Service Science<\/i> Vol. 12, No. 4 (2020): 121\u2013129. <a target=\"_blank\" href=\"https:\/\/dspace.mit.edu\/handle\/1721.1\/130071\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1111\/poms.13223\">\"An Efficient Algorithm for Dynamic Pricing Using a Graphical Representation.\"<\/a><\/h4> Cohen, Maxime, C., Swati Gupta, Jeremy J. Kalas, and Georgia Perakis. <i>Production and Operations Management<\/i> Vol. 29, No. 10 (2020): 2326-2349. <a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=2772231\">Download Preprint<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2018.0756\">\"A Data-Driven Approach to Personalized Bundle Pricing and Recommendation.\"<\/a><\/h4> Ettl, Markus, Pavithra Harsha, Anna Papush, and Georgia Perakis. <i>Manufacturing and Service Operations Management<\/i> Vol. 22, No. 3 (2020): 461-480. <a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3241517\">SSRN<\/a>. <a target=\"_blank\" href=\"https:\/\/www.huffingtonpost.com\/entry\/using-optimization-to-improve-bundle-recommendations_us_577d0f34e4b0746f5648ac8a\">Media Mention: HuffPost<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1111\/poms.13128\">\"Strategic Capacity Planning Problems in Revenue Sharing Joint Ventures.\"<\/a><\/h4> Levi, Retsef, Georgia Perakis, Cong Shi, and Wei Sun. <i>Production and Operations Management<\/i> Vol. 29, No. 3 (2020): 664-687. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.2139\/ssrn.2939664\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/opre.2018.1785\">\"Near-Optimality of Uniform Copayments for Subsidies and Taxes Allocation Problems.\"<\/a><\/h4> Levi, Retsef, Georgia Perakis, and Gonzalo Romero. <i>Operations Research<\/i> Vol. 67, No. 2 (2019): 548-561. <a target=\"_blank\" href=\"https:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=9408\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.2017.2962\">\"Consumer Subsidies with a Strategic Supplier: Commitment vs. Flexibility.\"<\/a><\/h4> Chemama, Jonathan, Maxime C. Cohen, Ruben Lobel, and Georgia Perakis. <i>Management Science<\/i> Vol. 65, No. 2 (2019): 681-713. <a target=\"_blank\" href=\"http:\/\/dx.doi.org\/10.2139\/ssrn.2496157\">Download Preprint<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2019.0805\">\"Data Analytics in Operations Management: A Review.\"<\/a><\/h4> Misic, Velibor and Georgia Perakis. <i>Manufacturing and Service Operations Management<\/i> Vol. 22, No. 1 (2019): 158-169. <a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.3381324\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.2017.2926\">\"Scheduling Promotion Vehicles to Boost Profits.\"<\/a><\/h4> Baardman, Lennart, Maxime C. Cohen, Kiran Panchamgam, Georgia Perakis, and Danny Segev. <i>Management Science<\/i> Vol. 65, No. 1 (2019): 50-70. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.2139\/ssrn.2638396\">Download Preprint<\/a>. <a target=\"_blank\" href=\"https:\/\/www.huffingtonpost.com\/entry\/a-revolutionary-model-to-optimize-promotion-pricing_us_579638bee4b0e002a313c6da\">Media Mention: HuffPost<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1111\/poms.12854\">\"\u200bDynamic Pricing Through Data Sampling.\"<\/a><\/h4> Cohen, Maxime C., Ruben Lobel, and Georgia Perakis. <i>Production and Operations Management<\/i> Vol. 27, No. 6 (2018): 1074-1088. <a target=\"_blank\" href=\"http:\/\/dx.doi.org\/10.2139\/ssrn.1748426\">Download Preprint<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/inte.2017.0924\">\"\u200bThe MIT Leaders for Global Operations Program.\"<\/a><\/h4> Rosenfield, Donald, and Georgia Perakis. <i>Interfaces<\/i> Vol. 48, No. 3 (2018): 181-289.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/opre.2016.1573\">\"The Impact of Linear Optimization in Promotion Planning.\"<\/a><\/h4> Cohen, Maxime C., Ngai-Hang Zachary Leung, Kiran Panchamgam, Georgia Perakis, and Anthony Smith. <i>Operations Research<\/i> Vol. 65, No. 2 (2017): 446-468. <a target=\"_blank\" href=\"http:\/\/mitsloanexperts.mit.edu\/a-revolutionary-model-to-optimize-promotion-pricing\/\">Media Mentions: MIT Sloan Experts<\/a>. <a target=\"_blank\" href=\"https:\/\/orbythebeach.wordpress.com\/tag\/promotions\/\">O.R. by the Beach<\/a>. <a target=\"_blank\" href=\"https:\/\/www.huffingtonpost.com\/entry\/a-revolutionary-model-to-optimize-promotion-pricing_us_579638bee4b0e002a313c6da\">HuffPost<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.2015.2329\">\"On the Effectiveness of Uniform Subsidies in Increasing Market Consumption.\"<\/a><\/h4> Levi, Retsef, Georgia Perakis, and Gonzalo Romero. <i>Management Science<\/i> Vol. 63, No. 1 (2017): 40-57. <a target=\"_blank\" href=\"https:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=2713\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=2712\">\"The Impact of Demand Uncertainty on Consumer Subsidies for Green Technology Adoption.\"<\/a><\/h4> Cohen, Maxime C., Ruben Lobel and Georgia Perakis. <i>Management Science<\/i> Vol. 62, No. 5 (2016): 1235-1258. <a target=\"_blank\" href=\"https:\/\/www.eurekalert.org\/pub_releases\/2016-01\/miot-smc012116.php\">Media Mentions: EurekAlert<\/a>. <a target=\"_blank\" href=\"https:\/\/www.sciencedaily.com\/releases\/2016\/01\/160121121651.htm\">ScienceDaily<\/a>. <a target=\"_blank\" href=\"http:\/\/news.mit.edu\/2016\/subsidies-clean-tech-backing-0120\">MIT News<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/opre.2015.1463\">\"Nonlinear Pricing Competition with Private Capacity Information.\"<\/a><\/h4> Nazerzadeh, Hamid, and Georgia Perakis. <i>Operations Research<\/i> Vol. 64, No. 2 (2016): 329-340.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/opre.2015.1422\">\"The Data-Driven Newsvendor Problem: New Bounds and Insights.\"<\/a><\/h4> Levi, Retsef, Georgia Perakis, and Joline Uichanco. <i>Operations Research<\/i> Vol. 63, No. 6 (2015): 1294-1306. <a target=\"_blank\" href=\"https:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=2286\">Appendix<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2014.0500\">\"The Impact of a Target on Newsvendor Decisions.\"<\/a><\/h4> Chen, Lucy Gongtao, Daniel Zhuoyu Long, and Georgia Perakis. <i>Manufacturing and Service Operations Management<\/i> Vol. 17, No. 1 (2015): 78-86.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/s10479-014-1603-9\">\"The Effect of Supplier Capacity on the Supply Chain Profit.\"<\/a><\/h4> Adida, Elodie and Georgia Perakis. <i>Annals of Operations Research<\/i> Vol. 223, No. 1 (2014): 1-52.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.2014.1943 \">\"Efficiency Analysis of Cournot Competition in Service Industries with Congestion.\"<\/a><\/h4> Perakis, Georgia and Wei Sun. <i>Management Science<\/i> Vol. 60, No. 11 (2014): 2684-2700.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.2014.0500\">\"The Impact of a Target on Newsvendor Decisions.\"<\/a><\/h4> Chen, Lucy Gongtao, Daniel Zhuoyu Long, and Georgia Perakis. <i>Manufacturing and Service Operations Management<\/i> Vol. 17, No. 1 (2014): 78-86.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1016\/j.orl.2014.06.007\">\"A Continuous Knapsack Problem with Separable Convex Utilities: Approximation Algorithms and Applications.\"<\/a><\/h4> Levi, Retsef, Georgia Perakis and Gonzalo Romero. <i>Operations Research Letters<\/i> Vol. 42, No. 5 (2014): 367-373.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.2014.1919\">\"Business Analytics for Flexible Resource Allocation under Random Emergencies.\"<\/a><\/h4> Angalakudati, Mallik, Siddharth Balwani, Jorge Calzada, Bikram Chatterjee, Georgia Perakis, Nicolas Raad and Joline Uichanco. <i>Management Science<\/i> Vol. 60, No. 6 (2014): 1552-1573.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/s10107-013-0646-z\">\"Efficient Formulations for Pricing under Attraction Demand Models.\"<\/a><\/h4> Keller, Philipp W., Retsef Levi, and Georgia Perakis. <i>Mathematical Programming<\/i> Vol. 145, No. 1-2 (2014): 223-261.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/opre.1110.1017 \">\"Generalized Quantity Competition for Multiple Products and Loss of Efficiency.\"<\/a><\/h4> Kluberg, Jonathan and Georgia Perakis. <i>Operations Research<\/i> Vol. 60, No. 2 (2012): 335-350. <a target=\"_blank\" href=\"https:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=2285\">Appendix<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1016\/j.orl.2011.11.008\">\"Price of Anarchy in Supply Chains with Partial Positive Externalities.\"<\/a><\/h4> Perakis, Georgia and Wei Sun. <i>Operations Research Letters<\/i> Vol. 40, No. 2 (2012): 78-83.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1016\/j.orl.2011.10.004\">\"On the Efficiency of Price Competition.\"<\/a><\/h4> Farahat, Amr and Georgia Perakis. <i>Operations Research Letters<\/i> Vol. 39, No. 6 (2011): 414\u2013 418.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/opre.1100.0900\">\"A Comparison of Bertrand and Cournot Profits in Oligopolies with Differentiated Products.\"<\/a><\/h4> Farahat, Amr and Georgia Perakis. <i>Operations Research<\/i> Vol. 59, No. 2 (2011): 507-513. <a target=\"_blank\" href=\"https:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=2284\">Appendix<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/s10479-010-0706-1\">\"Dynamic Pricing and Inventory Control: Robust vs. Stochastic Uncertainty Models; a Computational Study.\"<\/a><\/h4> Adida, Elodie and Georgia Perakis. <i>Annals of Operations Research<\/i> Vol. 181, No. 1 (2010): 125-157.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1016\/j.orl.2010.04.006\">\"A Nonnegative Extension of the Affine Demand Function and Equilibrium Analysis for Multiproduct Price Competition.\"<\/a><\/h4> Farahat, Amr and Georgia Perakis. <i>Operations Research Letters<\/i> Vol. 38, No. 4 (2010): 280-286.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/opre.1090.0718\">\"Dynamic Pricing and Inventory Control with no Backorders; Uncertainty and Competition.\"<\/a><\/h4> Adida, Elodie and Georgia Perakis. <i>Operations Research<\/i> Vol. 58, No. 2 (2010): 289\u2013 302. <a target=\"_blank\" href=\"https:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=2282\">Appendix<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/msom.1080.0252\">\"Robust Controls for Network Revenue Management.\"<\/a><\/h4> Perakis, Georgia and Guillaume Roels. <i>MSOM<\/i> Vol. 12, No. 1 (2010): 56-76. <a target=\"_blank\" href=\"https:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=2281\">Appendix<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/s11067-009-9115-x\">\"A Dynamic Travel Time Models for Spillback.\"<\/a><\/h4> Kachani, Soulaymane and Georgia Perakis. <i>Networks and Spatial Economics<\/i> Vol. 9, No. 4 (2009): 595-618.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1057\/rpm.2008.49\">\"Optimal Bidding in Online Auctions.\"<\/a><\/h4> Bertsimas, Dimitris, Jeffrey Hawkins and Georgia Perakis. <i>Journal of Revenue and Pricing Management<\/i> Vol. 8, No. 1 (2009): 21-41.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1016\/j.orl.2008.08.004\">\"Profit Loss in Differentiated Oligopolies.\"<\/a><\/h4> Farahat, Amr and Georgia Perakis. <i>Operations Research Letters<\/i> Vol. 37, No. 1 (2009): 43-46.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/onlinelibrary.wiley.com\/doi\/abs\/10.3401\/poms.1080.0046\">\"Multiperiod Models with Capacities in Competitive Supply Chain.\"<\/a><\/h4> Perakis, Georgia and Marina Zaretsky. <i>Production and Operations Management Journal<\/i> Vol. 17, No. 4 (2008): 439-454.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/opre.1070.0486\">\"Regret in the Newsvendor Problem with Partial Information.\"<\/a><\/h4> Perakis, Georgia and Guillaume Roels. <i>Operations Research<\/i> Vol. 56, No. 1 (2008): 188-203. <a target=\"_blank\" href=\"https:\/\/pubsonline.informs.org\/doi\/abs\/10.1287\/msom.1060.0096\">Related extended abstract<\/a>. <a target=\"_blank\" href=\"https:\/\/mitsloan.mit.edu\/shared\/ods\/documents\/?PublicationDocumentID=2280\">Appendix<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/mnsc.1060.0656\">\"The Price of Anarchy in Supply Chains; Quantifying the Efficiency of Price-Only Contracts.\"<\/a><\/h4> Perakis, Georgia and Guillaume Roels. <i>Management Science<\/i> Vol. 53, No. 8 (2007): 1249-1268.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/moor.1070.0258\">\"The 'Price of Anarchy' Under Nonlinear and Asymmetric Costs.\"<\/a><\/h4> Perakis, Georgia. <i>Mathematics of Operations Research<\/i> Vol. 32, No. 3 (2007): 614-628.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/opre.1060.0307\">\"An Analytical Model for Traffic Delays and the Dynamic User-Equilibrium Problem.\"<\/a><\/h4> Perakis, Georgia and Guillaume Roels. <i>Operations Research<\/i> Vol. 54, No. 6 (2006): 1151-1171.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1016\/j.orl.2005.09.006\">\"Solving Asymmetric Variational Inequalities via Convex Optimization.\"<\/a><\/h4> Aghassi, Michele, Dimitris Bertsimas and Georgia Perakis. <i>Operations Research Letters<\/i> Vol. 34, No. 5 (2006): 481-490.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/s10107-005-0681-5\">\"A Robust Optimization Approach to Dynamic Pricing and Inventory Control with No Backorders.\"<\/a><\/h4> Adida, Elodie and Georgia Perakis. <i>Mathematical Programming<\/i> Vol. 107, No. 1 (2006): 97-129.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/s10107-005-0688-y\">\"Competitive Multi-period Pricing for Perishable Products: A Robust Optimization Approach.\"<\/a><\/h4> Perakis, Georgia and Anshul Sood. <i>Mathematical Programming<\/i> Vol. 107, No. 1 (2006): 295-335.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/s10589-005-3075-y\">\"A Robust SQP Method for Mathematical Programs with Linear Complementarity Constraints.\"<\/a><\/h4> Liu, Xinwei, Georgia Perakis and Jie Sun. <i>Journal of Computational Optimization and Applications<\/i> Vol. 34, No. 1 (2006): 5-33.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1016\/j.ejor.2004.07.047\">\"Fluid Dynamics Models and their Applications in Transportation and Pricing.\"<\/a><\/h4> Kachani, Soulaymane and Georgia Perakis. <i>European Journal of Operations Research<\/i> Vol. 170, No. 1 (2006): 496-517.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1137\/S1052623493259227\">\"The Orthogonality Theorem and the Strong-f-Monotonicity Condition for Variational Inequality Algorithms.\"<\/a><\/h4> Magnanti, Thomas and Georgia Perakis. <i>SIAM Journal on Optimization<\/i> Vol. 7, No. 1 (1997): 248-273.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1287\/moor.22.3.568\">\"Averaging Schemes for Variational Inequalities and Systems of Equations.\"<\/a><\/h4> Magnanti, Thomas and Georgia Perakis. <i>Mathematics of Operations Research<\/i> Vol. 22, No. 3 (1997): 568-587.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/BF01590959\">\"A Unifying Geometric Solution Framework and Complexity Analysis for Variational Inequalities.\"<\/a><\/h4> Magnanti, Thomas and Georgia Perakis. <i>Mathematical Programming<\/i> Vol. 71, No. 3 (1995): 327-352.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<\/ul><!-- @end .tab-pane -->\n\t\t\t\t\t\t\t\t\t<ul class=\"tab-pane \" id=\"working-papers\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Modular and Adaptive Conformal Prediction for Sequential Models via Residual Decomposition.\"<\/h4> Zhang, William, Saurabh Amin, Georgia Perakis, MIT Sloan Working Paper 7343-25. Cambridge, MA: MIT Sloan School of Management, October 2025. <a target=\"_blank\" href=https:\/\/arxiv.org\/abs\/2510.04406>arXiv<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.5393576\">\"Heterogeneous Treatment Effects in Panel Data: Insights into the Healthy Incentives Program.\"<\/a><\/h4> Levi, Retsef, Elisabeth Paulson, Georgia Perakis, and Emily Zhang, Working Paper. September 2025. <a target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2406.05633\">arXiv Preprint<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Causal LLM Routing: End-to-End Regret Minimization from Observational Data.\"<\/h4> Tsiourvas, Asterios, Wei Sun, and Georgia Perakis, MIT Sloan Working Paper 7341-25. Cambridge, MA: MIT Sloan School of Management, May 2025. <a target=\"_blank\" href=https:\/\/arxiv.org\/abs\/2505.16037>arXiv<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Aligning Learning and Endogenous Decision-Making.\"<\/h4> Cristian, Rares, Pavithra Harsha, Georgia Perakis, Brian Quanz, MIT Sloan Working Paper 7342-25. Cambridge, MA: MIT Sloan School of Management, 2025. <a target=\"_blank\" href=https:\/\/arxiv.org\/abs\/2507.00851>arXiv<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.5393568\">\"Reducing Food Waste through a Reservation Scheme.\"<\/a><\/h4> Levi, Retsef, Georgia Perakis, and Emily Zhang, MIT Sloan Working Paper 7141-23. Cambridge, MA: MIT Sloan School of Management, October 2024.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=4888208\">\"Designing Inclusive Offerings.\"<\/a><\/h4> Levi, Retsef, Elisabeth Paulson, and Georgia Perakis, MIT Sloan Working Paper 7067-24. Cambridge, MA: MIT Sloan School of Management, July 2024.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/ssrn.com\/abstract=4801610\">\"First Order and Fixed-Point Approaches to Assortment Planning with Cross-Item Effects.\"<\/a><\/h4> Moran-Pelaez, Manuel and Georgia Perakis, MIT Sloan Working Paper 7063-24. Cambridge, MA: MIT Sloan School of Management, April 2024.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.5160677\">\"The Role of Driver Behavior and Interpretability in the Vehicle-to-Grid Market.\"<\/a><\/h4> Bam, Maya, Derek Hazard, Georgia Perakis, and Leann Thayaparan, MIT Sloan Working Paper 7256-24. Cambridge, MA: MIT Sloan School of Management, February 2024.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.4335284\">\"Impact of Social Learning on Consumer Subsidies and Supplier Capacity for Green Technology Adoption.\"<\/a><\/h4> Ren, Hang, Tingliang Huang, and Georgia Perakis, MIT Sloan Working Paper 6876-23. Cambridge, MA: MIT Sloan School of Management, April 2023.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3972341\">\"UMOTEM: Upper Bounding Method for Optimizing Over Tree Ensemble Models.\"<\/a><\/h4> Perakis, Georgia, and Leann Thayaparan. Management Science, (Revise and Resubmit), MIT Sloan Working Paper 7139-22. Cambridge, MA: MIT Sloan School of Management, February 2023.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2205.14189\">\"Optimizing Objective Functions from Trained Neural Networks.\"<\/a><\/h4> Perakis, Georgia, and Asterios Tsiourvas. Submitted to Management Science, (Revise and Resubmit), MIT Sloan Working Paper 7138-22. Cambridge, MA: MIT Sloan School of Management, June 2022.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1016\/j.annemergmed.2021.09.183\">\"A Granular View of Emergency Department Length of Stay: Improving Predictive Power and Extracting Actionable Insights.\"<\/a><\/h4> Canellas, Maureen, Kevin Kotkowski, Dessislava Pachamanova, Georgia Perakis, Omar Skali Lami, and Asterios Tsiourvas, MIT Sloan Working Paper 6601-22. Cambridge, MA: MIT Sloan School of Management, 2022.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Improving Emergency Department Operations with Predictive-Prescriptive Analytics.\"<\/h4> Perakis, Georgia, Dessislava Pachamanova, Omar Skali Lami, Asterios Tsiourvas, and Maureen Canellas, MIT Sloan Working Paper 6595-22. Cambridge, MA: MIT Sloan School of Management, 2022.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.3817680\">\"COVID-19: A Multipeak SIR Based Model: Learning Waves and Optimizing Interventions.\"<\/a><\/h4> Skali Lami, Omar, Divya Singhvi, Georgia Perakis, and Leann Thayaparan, MIT Sloan Working Paper 6403-21. Cambridge, MA: MIT Sloan School of Management, November 2021.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3863663\">\"\u200bDynamic Creative Optimization in Online Display Advertising.\"<\/a><\/h4> Baardman, Lennart, Elaheh Fata, Abhishek Pani, and Georgia Perakis, MIT Sloan Working Paper 6546-21. Cambridge, MA: MIT Sloan School of Management, 2021.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.3691925\">\"Fresh Fruit and Vegetable Consumption: The Impact of Access and Value.\"<\/a><\/h4> Levi, Retsef, Elizabeth Paulson, and Georgia Perakis. (Submitted to Production and Operations Management), MIT Sloan Working Paper 5389-18. Cambridge, MA: MIT Sloan School of Management, December 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.3692868\">\"Reverse Information Sharing: Reducing Costs in Supply Chains with Yield Uncertainty.\"<\/a><\/h4> Harsha, Pavithra, Ashish Jagmohan, Retsef Levi, Elisabeth Paulson, and Georgia Perakis. (Resubmitted to Management Science), MIT Sloan Working Paper 6172-20. Cambridge, MA: MIT Sloan School of Management, December 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3240970\">\"Sequential Learning of Product Recommendations with Customer Disengagement.\"<\/a><\/h4> Bastani, Hamsa, Pavithra Harsha, Georgia Perakis, and Divya Singhvi, MIT Sloan Working Paper 5648-18. Cambridge, MA: MIT Sloan School of Management, November 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.3680162\">\"Dynamic Routing with Tree Based Value Function Approximations.\"<\/a><\/h4> Biggs, Max, and Georgia Perakis. (Submitted to Operations Research), MIT Sloan Working Paper 6238-20. Cambridge, MA: MIT Sloan School of Management, October 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.3634129\">\"\u200bMarkdown Pricing with Quality Perception.\"<\/a><\/h4> Hariss, Rim, Georgia Perakis, Wichinpong (Park) Sinchaisri, and Y. Karen Zheng, MIT Sloan Working Paper 5390-18. Cambridge, MA: MIT Sloan School of Management, September 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Ancillary Services in Targeted Advertising: From Prediction to Prescription.\"<\/h4> Borenstein, Alison, Ankit Mangal, Georgia Perakis, Stefan Poninghaus, Divya Singhvi, Omar Skali Lami, and Jiong Wei (Submitted to MSOM), MIT Sloan Working Paper 6239-20. Cambridge, MA: MIT Sloan School of Management, September 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Personalized Pricing with Feature Measurement Error.\"<\/h4> Harsha, Pavithra, Georgia Perakis, and Divya Singhvi, MIT Sloan Working Paper 6242-20. Cambridge, MA: MIT Sloan School of Management, September 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Predicting COVID-19 Geographic Seroprevalence and Optimizing the Intervention Policy.\"<\/h4> Bennouna, Amine, J. Joseph, David Nze Ndong, Divya Singhvi, Omar Skali Lami, Georgia Perakis, Ionnis Spantidakis, Leann Thayaparan, and A. Tsiouryas, MIT Sloan Working Paper 6241-20. Cambridge, MA: MIT Sloan School of Management, September 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.3632459\">\"Leveraging the Newsvendor for Inventory Distribution at a Large Fashion E-Retailer With Depth and Capacity Constraints.\"<\/a><\/h4> Perakis, Georgia, Divya Singhvi, and Ioannis Spantidakis. (Submitted at MSOM), MIT Sloan Working Paper 6237-20. Cambridge, MA: MIT Sloan School of Management, August 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.2986630\">\"Optimizing Objective Functions Determined from Random Forests.\"<\/a><\/h4> Biggs, Max, Rim Hariss, and Georgia Perakis. (Submitted to POM; Minor Revision), MIT Sloan Working Paper 6236-20. Cambridge, MA: MIT Sloan School of Management, July 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.2673810\">\"Pricing With Limited Knowledge of Demand.\"<\/a><\/h4> Cohen, Maxime C., Georgia Perakis, and Robert S. Pindyck, MIT Sloan Working Paper 5145-15. Cambridge, MA: MIT Sloan School of Management, January 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"An Interpretable Variation of the Gaussian Process Method for Predicting Demand.\"<\/h4> Cohen-Hillel, Tamar, Georgia Perakis, Ioannis Spantidakis, and L. Thaparayan. (In progress), MIT Sloan Working Paper 6243-20. Cambridge, MA: MIT Sloan School of Management, 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Designing Sparse Minimum Knapsack Policies: an Application to Supply Chain Procurement.\"<\/h4> Levi, Retsef, Georgia Perakis, and Gonzalo Romero. (Rejected and resubmitted to Operations Research), MIT Sloan Working Paper 6151-20. Cambridge, MA: MIT Sloan School of Management, 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Price Incentives for Online Retailers Using Social Media.\"<\/h4> Baghaie, Marjan, Maxime C. Cohen, Georgia Perakis, Ludovica Rizzo, and X. Sun, MIT Sloan Working Paper 6245-20. Cambridge, MA: MIT Sloan School of Management, 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Promotion Policies for Peak-End Demand Models.\"<\/h4> Aparicio, D., Tamar Cohen-Hillel, and Georgia Perakis. (In progress), MIT Sloan Working Paper 6244-20. Cambridge, MA: MIT Sloan School of Management, 2020.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Joint Pricing and Production; A Fusion of Machine Learning and Robust Optimization.\"<\/h4> Perakis, Georgia, Melvyn Sim, Qinshen Tang, and Peng Xiong. (Submitted to Management Science; Major Revision), MIT Sloan Working Paper 6235-19. Cambridge, MA: MIT Sloan School of Management, December 2019.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.3086237 \">\"Leveraging Comparables for New Product Sales Forecasting.\"<\/a><\/h4> Baardman, Lennart, Igor Levin, Georgia Perakis, and Divya Singhvi, Working Paper. September 2019. <a target=\"_blank\" href=\"http:\/\/doi.org\/10.1111\/poms.12963\">Extended Abstract Published at POM<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/ssrn.com\/abstract=3360554\">\"First Delivery Gaps: A Supply Chain Lever to Reduce Product Returns in Online Retail.\"<\/a><\/h4> Chaurasia, Mohit, Sourabh Pandey, Georgia Perakis, Hemant Singh Rathore, Divya Singhvi, Yannis Spantidakis, Working Paper. April 2019.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.3346642\">\"Learning Optimal Online Advertising Portfolios with Periodic Budgets.\"<\/a><\/h4> Baardman, Lennart, Elaheh Fata, Abhishek Pani, and Georgia Perakis, MIT Sloan Working Paper 5650-19. Cambridge, MA: MIT Sloan School of Management, March 2019.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=2939664\">\"Efficiency of Revenue Sharing Joint Ventures with Capacity Investment Decisions.\"<\/a><\/h4> Bravo, F., Retsef Levi, G. Romero, and Georgia Perakis, Working Paper. March 2019.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/\/10.2139\/ssrn.3336949\">\"Dynamic Pricing with Unknown Non-Parametric Demand and Limited Price Changes.\"<\/a><\/h4> Perakis, Georgia and Divya Singhvi, MIT Sloan Working Paper 5649-19. Cambridge, MA: MIT Sloan School of Management, February 2019.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Analytics-Driven Inspection Operations for Infrastructure Resilience.\"<\/h4> Perakis, Georgia, Saurabh Amin, and Mathieu Dahan, MIT Sloan Working Paper 5651-19. Cambridge, MA: MIT Sloan School of Management, 2019.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"\u200bOn a Variation of Two-part Tariff Pricing of Services; a Data Driven Approach.\"<\/h4> Perakis, Georgia, and Charles Thraves, MIT Sloan Working Paper 5391-17. Cambridge, MA: MIT Sloan School of Management, January 2019.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"A Ranking Algorithm for Tramp Shipping in the Spot Market.\"<\/h4> Biggs, M., and Georgia Perakis, Working Paper. September 2018.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.2939664\">\"Strategic Capacity Planning Problems in Revenue Sharing Joint Ventures.\"<\/a><\/h4> Levi, Retsef, Georgia Perakis, Cong Shi and Wei Sun, Working Paper. March 2018.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Bounded Rationality in Strategic Interactions in a Supply Chain.\"<\/h4> Basak Kalkanci, and Georgia Perakis. (In progress), MIT Sloan Working Paper 5070-13. Cambridge, MA: MIT Sloan School of Management, 2018.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"\u200bPeak-End Demand Models and their Impact on Promotion Optimization.\"<\/h4> Cohen-Hillel, Tamar, Kiran Panchamgam, and Georgia Perakis, MIT Sloan Working Paper 5384-18. Cambridge, MA: MIT Sloan School of Management, January 2018.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Peak-End Demand Models Can Be Surprisingly Good.\"<\/h4> Cohen-Hillel, Tamar, Kiran Panchamgam, and Georgia Perakis, MIT Sloan Working Paper 5653-18. Cambridge, MA: MIT Sloan School of Management, 2018.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Robustly Minimizing a Piecewise-linear Cost Function with Respect to Uncertainty in Mixed Demand.\"<\/h4> Chen, Daniel, Retsef Levi, and Georgia Perakis (Submitted to Production and Operations Management), Working Paper. 2018.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/ssrn.com\/abstract=2607688\">\"Competition and Externalities in Green Technology Adoption.\"<\/a><\/h4> Cohen, Maxime C., Georgia Perakis and Charles Thraves, Working Paper. May 2015.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<\/ul><!-- @end .tab-pane -->\n\t\t\t\t\t\t\t\t\t<ul class=\"tab-pane \" id=\"other-types-of-publications\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/proceedings.mlr.press\/v235\/tsiourvas24b.html\">\"Learning Optimal Projection for Forecast Reconciliation of Hierarchical Time Series.\"<\/a><\/h4> Asterios Tsiourvas, Wei Sun, Georgia Perakis, Pin-Yu Chen, and Yada Zhu. In <i>Proceedings of the 41st International Conference on Machine Learning<\/i>, Vienna, Austria: July 2024.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Overcoming the Optimizer\u2019s Curse: Obtaining Realistic Prescriptions from ReLU Neural Networks.\"<\/h4> Asterios Tsiourvas and Georgia Perakis. In <i>Proceedings of the 41st International Conference on Machine Learning<\/i>, Vienna, Austria: July 2024.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/proceedings.mlr.press\/v238\/tsiourvas24a\/tsiourvas24a.pdf\">\"Manifold-Aligned Counterfactual Explanations for Neural Networks.\"<\/a><\/h4> Tsiourvas, Asterios, Wei Sun, and Georgia Perakis. In <i>Proceedings of the 27th International Conference on Artificial Intelligence and Statistics (AISTATS)<\/i>, Valencia, Spain: April 2024.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1609\/aaai.v37i6.25884\">\"End-to-end Learning for Decision Optimization via Constraint-enforcing Approximators for Linear Programs with Applications to Supply Chains.\"<\/a><\/h4> Rares Cristian, Pavithra Harsha, Georgia Perakis, Brian Quanz, and Ioannis Spantidakis. In <i>Proceedings of the 37th AAAI Conference on Artificial Intelligence<\/i>, Washington DC: September 2022.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/spreadloveio.com\/2022\/01\/27\/from-data-to-impact-georgia-perakis\/\">\"From Data To Impact (Podcast).\"<\/a><\/h4> Perakis, Georgia. <i>SpreadLove in Organizations<\/i>, January 27, 2022.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/mbrjournal.com\/2022\/08\/14\/a-brief-history-of-the-internet-and-the-world-wide-web\/\">\"A Brief History of the Internet and the World Wide Web.\"<\/a><\/h4> Kumar, Subodha and Georgia Perakis. Management and Business Review, January 2022.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3486292\">\"Optimal Interventions for Increasing Healthy Food Consumption Among Low Income Households.\"<\/a><\/h4> Elisabeth Paulson, Retsef Levi, and Georgia Perakis. October 2020. <a target=\"_blank\" href=\"https:\/\/www.youtube.com\/watch?v=7Lv795HyZ8g\">YouTube<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/978-3-030-31733-1_4\">\"Chapter 4: Promotion Optimization in Retail.\"<\/a><\/h4> Cohen, Maxime, and Georgia Perakis. In <i>Channel Strategies and Marketing Mix in a Connected World<\/i>, edited by Saibal Ray and Shuya Yin, 71-97. New York, NY: Springer, 2020. <a target=\"_blank\" href=\"https:\/\/link.springer.com\/content\/pdf\/10.1007%2F978-3-030-31733-1_4.pdf\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/978-3-030-31733-1_4\">\"\u200bOptimizing Promotions for Multiple Items in Supermarkets.\"<\/a><\/h4> Cohen, Maxime C., and Georgia Perakis. In <i>Channel Strategies and Marketing Mix in a Connected World<\/i>, edited by Saibal Ray and Shuya Yin, 71-97. New York, NY: Springer, 2019. <a target=\"_blank\" href=\"http:\/\/doi.org\/10.2139\/ssrn.3194640\">Download Paper<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3691925\">\"Fresh Fruit and Vegetable Consumption: The Impact of Access and Value.\"<\/a><\/h4> Retsef Levi, Georgia Perakis, and Elisabeth Paulson. In <i>Proceedings of the 2018 MSOM Conference<\/i>, Dallas, TX: July 2018.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1109\/TDC.2014.6863406\">\"Improving Emergency Storm Planning using Machine Learning.\"<\/a><\/h4> Malikarjun Angalakudati, Jorge Calzada, Vivek Farias, Jonathan Gonynor, Matthieu Monsch, Anna Papush, Georgia Perakis, Nicolas Raad, Jeremy Schein, Cheryl Warren, Sean Whipple and John Williams. In <i>Proceedings of the 2014 IEEE PES Transmission & Distribution Conference and Exposition<\/i>, Chicago, IL: December 2014.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Dynamic Pricing Through Sampling Based Optimization.\"<\/h4> Ruben Lobel and Georgia Perakis. In <i>51st AGIFORS Annual Proceedings Annual Symposium and Study<\/i>, Red Hook, N.Y.: October 2011.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/0-387-71134-1_11\">\"Modeling the Transient Nature of Dynamic Pricing with Demand Learning in a Competitive Environment.\"<\/a><\/h4> Kachani, Soulaymane, Georgia Perakis and Carine Simon. In <i>Network Science, Nonlinear Science and Infrastructure Science<\/i>, edited by Terry L. Friesz, 223-267. New York, NY: Springer, 2007.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/0-387-29645-X_3\">\"Dynamic Pricing: A Learning Approach.\"<\/a><\/h4> Bertsimas, Dimitris and Georgia Perakis. In <i>Models for Congestion Charging\/Network Pricing<\/i>, 45-79. New York, NY: Springer, 2006.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/978-3-540-25960-2_4\">\"The Price of Anarchy when Costs are Non-separable and Asymmetric.\"<\/a><\/h4> Perakis, Georgia. In <i>Integer Programming and Combinatorial Optimization: 10th International IPCO Conference Proceedings<\/i>, edited by Daniel Bienstock and George Nemhauser. Berlin, Germany: 2004.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/www.e-elgar.com\/shop\/innovations-in-financial-and-economic-networks\">\"Applications of Fluid Modeling in Distribution Systems.\"<\/a><\/h4> Perakis, Georgia and S. Kachani. In <i>Innovations in Financial and Economic Networks<\/i>, edited by Anna Nagurney. Northampton, MA: December 2003.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4><a target=\"_blank\" href=\"http:\/\/doi.org\/10.1007\/978-1-4757-6871-8_12\">\"Computing Fixed Points by Averaging.\"<\/a><\/h4> Magnanti, Thomas and Georgia Perakis. In <i>Transportation and Network Analysis\u2013 Current Trends<\/i>, 181-198. New York, NY: Springer US, 2002.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"wpb_text_column wpb_content_element\">\n\t\t\t\t\t\t\t\t<div class=\"wpb_wrapper\">\n\t\t\t\t\t\t\t\t\t<h4>\"Geometric, Interior Point and Classical Methods for Solving Finite Dimensional Variational Inequality Problems.\"<\/h4> Perakis, Georgia (PhD thesis). 1993.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t<\/ul><!-- @end .tab-pane -->\n\t\t\t\t\t\t\t<\/div><!-- @end .tab-content -->\n\n\t\t<\/div><div id=\"panel-20-0-0-1\" class=\"so-panel widget widget_mit-pf-wysiwyg widget_mit_pf_wysiwyg panel-last-child\" data-index=\"1\" ><h2 class=\"widget-title\">Patents<\/h2><div class=\"textwidget\"><p>Patents Issued and Filed:<\/p>\n<ul>\n<li><strong>US Patent App. 14\/030,287<\/strong> - \"Promotion Optimization Problem\" invention disclosure filed September 2013 (M. Cohen, Z. Leung, K. Panchamgam and G. Perakis)<\/li>\n<li><strong>US Patent App. 14\/942,225<\/strong> - \u201cComputerized Promotion Price Scheduling Utilizing Multiple Product Demand\u201d, invention disclosure filed Fall 2015 (M. Cohen, J. Kalas, K. Panchamgam and G. Perakis)<\/li>\n<li><strong>US Patent App. 15\/080,759<\/strong> - \u201cPersonalized Bundle Recommendation System and Method\u201d invention disclosure submitted January 2016 (M. Ettl, A. Hampapur, P. Harsha, A. Papush and G. Perakis)<\/li>\n<li><strong>ORA170518-US-NP (O-441)<\/strong><strong>-<\/strong> \u201cComputer System and Method to Predict Customer Behavior Based on Inter-Customer Influences and to Control Distribution of Electronic Messages\" disclosure submitted Summer 2017 (L. Baardman, S. Borjian Boroujeni, T. Cohen, K. Panchamgam, G. Perakis)<\/li>\n<\/ul>\n<p>.<\/p>\n<\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Articles Articles Working Papers Other Types of Publications &#8220;Optimal Interventions for Increasing Healthy Food Consumption Among Low-Income Populations.&#8221; Levi, Retsef, Elisabeth Paulson, and Georgia Perakis. Management Science. Forthcoming. &#8220;A Granular Approach to Optimal and Fair Patient Placement in Hospital Emergency Departments.&#8221; Canellas, Maureen M., Dessislava A. Pachamanova, Georgia Perakis, Omar Skali Lami, and Asterios Tsiourvas. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template-two-column.php","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"footnotes":""},"class_list":["post-20","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.0 (Yoast SEO v25.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>MIT Sloan Faculty: Georgia Perakis | Publications<\/title>\n<meta name=\"description\" content=\"Perakis has widely published in some of the flagship journals of the field such as Operations Research, Management Science, POM, Mathematics of Operations Research, and Mathematical Programming, among others.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mitmgmtfaculty.mit.edu\/gperakis\/publications\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Publications &amp; 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