Causal-Aware Foundation-Model for Bilevel Optimization in Discrete Choice Settings.

Markus Ettl

Shivaram Subramanian Zhengliang Xue Markus Ettl Yingdong Lu Jayant Kalagnanam Causal-Aware Foundation-Model for Bilevel Optimization in Discrete Choice Settings. 2026 May abs/2605.06941 CoRR https://doi.org/10.48550/arXiv.2605.06941 db/journals/corr/corr2605.html#abs-2605-06941 streams/journals/corr

Wei Sun 0031 Scott McFaddin Linh Ha Tran Shivaram Subramanian Kristjan H. Greenewald Yeshi Tenzin Zack Xue Youssef Drissi Markus Ettl PresAIse, a prescriptive AI solution for enterprise. 629-645 2024 November 62 INFOR Inf. Syst. Oper. Res. 4 https://doi.org/10.1080/03155986.2024.2383095 db/journals/infor/infor62.html#SunMTSGTXDE24 streams/journals/infor

Zhengliang Xue Shivaram Subramanian Markus Ettl Loss-Leader Pricing Strategies for Personalized Bundles under Customer Choice. 1518-1527 2024 HICSS https://hdl.handle.net/10125/106569 conf/hicss/2024 db/conf/hicss/hicss2024.html#XueSE24

Wei Sun 0031 Scott McFaddin Linh Ha Tran Shivaram Subramanian Kristjan H. Greenewald Yeshi Tenzin Zack Xue Youssef Drissi Markus Ettl PresAIse, A Prescriptive AI Solution for Enterprises. 2024 abs/2402.02006 CoRR https://doi.org/10.48550/arXiv.2402.02006 db/journals/corr/corr2402.html#abs-2402-02006

Markus Ettl Shivaram Subramanian Youssef Drissi Wei Sun 0031 Context-based Pricing for Revenue Optimization with Applications to the Airline Industry. 1366-1375 2023 HICSS https://hdl.handle.net/10125/102801 conf/hicss/2023 db/conf/hicss/hicss2023.html#EttlSD023 Shivaram Subramanian Wei Sun 0031 Youssef Drissi Markus Ettl Constrained Prescriptive Trees via Column Generation. 4602-4610 2022 AAAI https://doi.org/10.1609/aaai.v36i4.20384 https://www.wikidata.org/entity/Q113233074 conf/aaai/2022 db/conf/aaai/aaai2022.html#Subramanian0DE22 Youssef Drissi Markus Ettl Anna Lisa Gentile Scott McFaddin Petar Ristoski Wei Sun 0031 Analyzing the Impact of Complaints on Customer Satisfaction in the Travel Industry. 1-10 2022 HICSS http://hdl.handle.net/10125/79567 conf/hicss/2022 db/conf/hicss/hicss2022.html#DrissiEGMR022

Shivaram Subramanian Wei Sun 0031 Youssef Drissi Markus Ettl Constrained Prescriptive Trees via Column Generation. 2022 abs/2207.10163 CoRR https://doi.org/10.48550/arXiv.2207.10163 db/journals/corr/corr2207.html#abs-2207-10163

Max Biggs Wei Sun 0031 Markus Ettl Model Distillation for Revenue Optimization: Interpretable Personalized Pricing. 946-956 2021 ICML http://proceedings.mlr.press/v139/biggs21a.html conf/icml/2021 db/conf/icml/icml2021.html#Biggs0E21

Markus Ettl Pavithra Harsha Anna Papush Georgia Perakis A Data-Driven Approach to Personalized Bundle Pricing and Recommendation. 461-480 2020 22 Manuf. Serv. Oper. Manag. 3 https://doi.org/10.1287/msom.2018.0756 https://www.wikidata.org/entity/Q127480376 db/journals/msom/msom22.html#EttlHPP20

Junyu Cao Wei Sun 0031 Zuo-Jun Max Shen Markus Ettl Fatigue-Aware Bandits for Dependent Click Models. 3341-3348 2020 AAAI https://doi.org/10.1609/aaai.v34i04.5735 conf/aaai/2020 db/conf/aaai/aaai2020.html#CaoSSE20

Max Biggs Wei Sun 0031 Markus Ettl Model Distillation for Revenue Optimization: Interpretable Personalized Pricing. 2020 abs/2007.01903 CoRR https://arxiv.org/abs/2007.01903 db/journals/corr/corr2007.html#abs-2007-01903

Junyu Cao Wei Sun 0031 Zuo-Jun Shen 0001 Markus Ettl Fatigue-aware Bandits for Dependent Click Models. 2020 abs/2008.09733 CoRR https://arxiv.org/abs/2008.09733 db/journals/corr/corr2008.html#abs-2008-09733

Pavithra Harsha Shivaram Subramanian Markus Ettl A Practical Price Optimization Approach for Omnichannel Retailing. 241-264 2019 July 1 INFORMS J. Optim. 3 https://doi.org/10.1287/ijoo.2019.0018 db/journals/informsjop/informsjop1.html#HarshaSE19

Zhengliang Xue Zizhuo Wang 0001 Markus Ettl Pricing Personalized Bundles: A New Approach and An Empirical Study. 51-68 2016 18 Manuf. Serv. Oper. Manag. 1 https://doi.org/10.1287/msom.2015.0563 db/journals/msom/msom18.html#XueWE16

Amit Dhurandhar Rajesh Kumar Ravi Bruce Graves Gopikrishnan Maniachari Markus Ettl Robust System for Identifying Procurement Fraud. 3896-3903 2015 AAAI https://doi.org/10.1609/aaai.v29i2.19045 conf/aaai/2015 db/conf/aaai/aaai2015.html#DhurandharRGME15 Amit Dhurandhar Bruce Graves Rajesh Kumar Ravi Gopikrishnan Maniachari Markus Ettl Big Data System for Analyzing Risky Procurement Entities. 1741-1750 2015 KDD https://doi.org/10.1145/2783258.2788563 conf/kdd/2015 db/conf/kdd/kdd2015.html#DhurandharGRME15

Stephen J. Buckley Markus Ettl Prateek Jain 0001 Ronny Luss Marek Petrik Rajesh Kumar Ravi Chitra Venkatramani Social media and customer behavior analytics for personalized customer engagements. 2014 58 IBM J. Res. Dev. 5/6 https://doi.org/10.1147/JRD.2014.2344515 db/journals/ibmrd/ibmrd58.html#BuckleyE0LPRV14

Sechan Oh Karthik Sourirajan Markus Ettl Joint Pricing and Production Decisions in an Assemble-to-Order System. 529-543 2014 16 Manuf. Serv. Oper. Manag. 4 https://doi.org/10.1287/msom.2014.0492 db/journals/msom/msom16.html#OhSE14

Francisco Barahona Markus Ettl Marek Petrik Peter M. Rimshnick Agile logistics simulation and optimization for managing disaster responses. 3340-3351 2013 WSC https://doi.org/10.1109/WSC.2013.6721698 http://dl.acm.org/citation.cfm?id=2675811 conf/wsc/2013 db/conf/wsc/wsc2013.html#BarahonaEPR13 Pawan Chowdhary Markus Ettl Amit Dhurandhar Soumyadip Ghosh Gopikrishnan Maniachari Bruce Graves Bill Schaefer Yu Tang Managing Procurement Spend Using Advanced Compliance Analytics. 139-144 2011 ICEBE https://doi.org/10.1109/ICEBE.2011.57 https://doi.ieeecomputersociety.org/10.1109/ICEBE.2011.57 conf/icebe/2011 db/conf/icebe/icebe2011.html#ChowdharyEDGMGST11

Thomas R. Ervolina Markus Ettl Young M. Lee Daniel J. Peters Managing product availability in an assemble-to-order supply chain with multiple customer segments. 257 2009 31 OR Spectr. 1 https://doi.org/10.1007/s00291-007-0113-4 db/journals/ors/ors31.html#ErvolinaELP09

Young M. Lee Soumyadip Ghosh Markus Ettl Simulating Distribution of Emergency Relief Supplies for Disaster Response Operations. 2797-2808 2009 WSC https://doi.org/10.1109/WSC.2009.5429246 http://dl.acm.org/citation.cfm?id=1995837 conf/wsc/2009 db/conf/wsc/wsc2009.html#LeeGE09

Francisco Barahona Pawan Chowdhary Markus Ettl Pu Huang Tracy Kimbrel Laszlo Ladányi Young M. Lee Baruch Schieber Karthik Sourirajan Maxim Sviridenko Grzegorz Swirszcz Inventory allocation and transportation scheduling for logistics of network-centric military operations. 391-408 2007 51 IBM J. Res. Dev. 3/4 https://doi.org/10.1147/rd.513.0391 db/journals/ibmrd/ibmrd51.html#BarahonaCEHKLLSSSS07

Shubir Kapoor Blair Binney Stephen J. Buckley Henry Chang Tian Chao Markus Ettl E. Noel Luddy Rajesh Kumar Ravi Jeaha Yang Sense-and-respond supply chain using model-driven techniques. 685-702 2007 46 IBM Syst. J. 4 https://doi.org/10.1147/sj.464.0685 db/journals/ibmsj/ibmsj46.html#KapoorBBCCELRY07

Naoki Abe Rama Akkiraju Stephen J. Buckley Markus Ettl Pu Huang Dharmashankar Subramanian Fateh Tipu On optimizing the selection of business transformation projects. 777-795 2007 46 IBM Syst. J. 4 https://doi.org/10.1147/sj.464.0777 db/journals/ibmsj/ibmsj46.html#AbeABEHST07

Thomas R. Ervolina Markus Ettl Young M. Lee Daniel J. Peters Simulating order fulfillment with product substitutions in an assemble-to-order supply chain. 2012-2020 2006 conf/wsc/2006 WSC https://doi.org/10.1109/WSC.2006.322988 https://doi.ieeecomputersociety.org/10.1109/WSC.2006.322988 http://dl.acm.org/citation.cfm?id=1218479 db/conf/wsc/wsc2006.html#ErvolinaELP06

Shubir Kapoor Kamal Bhattacharya Stephen J. Buckley Pawan Chowdhary Markus Ettl Kaan Katircioglu Erik Mauch Larry Phillips A technical framework for sense-and-respond business management. 5-24 2005 44 IBM Syst. J. 1 https://doi.org/10.1147/sj.441.0005 db/journals/ibmsj/ibmsj44.html#KapoorBBCEKMP05

Jun-Jang Jeng Lianjun An Kumar Bhaskaran Henry Chang Markus Ettl Sense-and-Respond Grids for Adaptive Enterprises. 33-40 2005 7 IT Prof. 5 https://doi.org/10.1109/MITP.2005.124 http://doi.ieeecomputersociety.org/10.1109/MITP.2005.124 db/journals/itpro/itpro7.html#JengABCE05

Markus Ettl Bianca Zadrozny Pawan Chowdhary Naoki Abe Business Performance Management System for CRM and Sales Execution. 908-913 2005 conf/dexaw/2005 DEXA Workshops https://doi.org/10.1109/DEXA.2005.58 https://doi.ieeecomputersociety.org/10.1109/DEXA.2005.58 db/conf/dexaw/dexaw2005.html#EttlZCA05 Paul Huang Young M. Lee Lianjun An Markus Ettl Stephen J. Buckley Karthik Sourirajan Utilizing Simulation to Evaluate Business Decisions in Sense-and-Respond Systems. 1205-1212 2004 conf/wsc/2004 WSC http://www.informs-sim.org/wsc04papers/156.pdf db/conf/wsc/wsc2004.html#HuangLAEBS04 Heng Cao Feng Cheng Haifeng Xi Markus Ettl Stephen J. Buckley Carlos Rodriguez Supply chain simulation: a simulation-based tool for inventory analysis in a server computer manufacturing environment. 1313-1318 2003 conf/wsc/2003 WSC https://doi.org/10.1109/WSC.2003.1261567 https://doi.ieeecomputersociety.org/10.1109/WSC.2003.1261567 https://dl.acm.org/citation.cfm?id=1030993 db/conf/wsc/wsc2003.html#CaoCXEBR03

Feng Cheng Markus Ettl Grace Y. Lin David D. Yao Inventory-Service Optimization in Configure-to-Order Systems. 114-132 2002 4 Manuf. Serv. Oper. Manag. 2 https://doi.org/10.1287/msom.4.2.114.282 db/journals/msom/msom4.html#ChengELY02

Grace Y. Lin Markus Ettl Steve Buckley Sugato Bagchi David D. Yao Bret L. Naccarato Rob Allan Kerry Kim Lisa Koenig Extended-Enterprise Supply-Chain Management at IBM Personal Systems Group and Other Divisions. 7-25 2000 30 Interfaces 1 https://doi.org/10.1287/inte.30.1.7.11616 db/journals/interfaces/interfaces30.html#LinEBBYNAKK00

Markus Ettl Gerald E. Feigin Grace Y. Lin David D. Yao A Supply Network Model with Base-Stock Control and Service Requirements. 216-232 2000 48 Oper. Res. 2 https://doi.org/10.1287/opre.48.2.216.12376 db/journals/ior/ior48.html#EttlFLY00

Sugato Bagchi Stephen J. Buckley Markus Ettl Grace Y. Lin Experience Using the IBM Supply Chain Simulator. 1387-1394 1998 conf/wsc/1998 WSC https://doi.org/10.1109/WSC.1998.746006 https://doi.ieeecomputersociety.org/10.1109/WSC.1998.746006 http://dl.acm.org/citation.cfm?id=293493 db/conf/wsc/wsc1998.html#BagchiBEL98 Markus Ettl Analysis and optimization of kanban-controlled production lines. 1995 1-177 University of Erlangen-Nuremberg, Germany https://d-nb.info/945025602 https://d-nb.info/94565796X Klaudia Dussa-Zieger Markus Ettl Richard Hofmann O. Preissler Monitoring and modelling of a distributed ISDN test system. 201-209 1995 conf/pdp/1995 PDP https://doi.org/10.1109/EMPDP.1995.389128 https://doi.ieeecomputersociety.org/10.1109/EMPDP.1995.389128 db/conf/pdp/pdp1995.html#Dussa-ZiegerEHP95

Martin Paterok Markus Ettl Sojourn Time and Waiting Time Distributions for M/GI/1 Queues with Preemption-Distance Priorities. 1146-1161 1994 42 Oper. Res. 6 https://doi.org/10.1287/opre.42.6.1146 db/journals/ior/ior42.html#PaterokE94

Markus Ettl Ulrich Klehmet A Performance Comparison between the Fieldbus Protocol Standards PROFIBUS and FIP. 245-258 1993 conf/ifip10-3/1993dds Decentralized and Distributed Systems db/conf/ifip10-3/dds1993.html#EttlK93 Naoki Abe Rama Akkiraju Rob Allan Lianjun An Sugato Bagchi Francisco Barahona Kumar Bhaskaran Kamal Bhattacharya Max Biggs Blair Binney Stephen J. Buckley Steve Buckley Heng Cao Junyu Cao Henry Chang Tian Chao Feng Cheng Pawan Chowdhary Amit Dhurandhar Youssef Drissi Klaudia Dussa-Zieger Thomas R. Ervolina Gerald E. Feigin Anna Lisa Gentile Soumyadip Ghosh Bruce Graves Kristjan H. Greenewald Pavithra Harsha Richard Hofmann Paul Huang Pu Huang Prateek Jain 0001 Jun-Jang Jeng Jayant Kalagnanam Shubir Kapoor Kaan Katircioglu Kerry Kim Tracy Kimbrel Ulrich Klehmet Lisa Koenig Laszlo Ladányi Young M. Lee Grace Y. Lin Yingdong Lu E. Noel Luddy Ronny Luss Gopikrishnan Maniachari Erik Mauch Scott McFaddin Bret L. Naccarato Sechan Oh Anna Papush Martin Paterok Georgia Perakis Daniel J. Peters Marek Petrik Larry Phillips O. Preissler Rajesh Kumar Ravi Peter M. Rimshnick Petar Ristoski Carlos Rodriguez Bill Schaefer Baruch Schieber Zuo-Jun Max ShenZuo-Jun Shen 0001 Karthik Sourirajan Dharmashankar Subramanian Shivaram Subramanian Wei Sun 0031 Maxim Sviridenko Grzegorz Swirszcz Yu Tang Yeshi Tenzin Fateh Tipu Linh Ha Tran Chitra Venkatramani Zizhuo Wang 0001 Haifeng Xi Zack Xue Zhengliang Xue Jeaha Yang David D. Yao Bianca Zadrozny