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dc.contributor.authorCoussement, Kristof
dc.contributor.authorCaigny, Arno De
dc.contributor.authorSłowiński, Roman
dc.contributor.authorBaesens, Bart
dc.contributor.authorBoute, Robert N.
dc.contributor.authorChoi, Tsan-Ming
dc.contributor.authorDelen, Dursun
dc.contributor.authorKraus, Mathias
dc.contributor.authorLessmann, Stefan
dc.contributor.authorMaldonado, Sebastián
dc.contributor.authorMartens, David
dc.contributor.authorÓskarsdóttir, María
dc.contributor.authorVairetti, Carla
dc.contributor.authorVerbeke, Wouter
dc.contributor.authorWeber, Richard
dc.date.accessioned2023-10-10T09:32:39Z
dc.date.available2023-10-10T09:32:39Z
dc.date.issued2024en_US
dc.identifier.issn03772217
dc.identifier.doi10.1016/j.ejor.2023.09.026
dc.identifier.eid1-s2.0-S0377221723007294
dc.identifier.piiS0377-2217(23)00729-4
dc.identifier.urihttps://www.sciencedirect.com/science/article/pii/S0377221723007294
dc.identifier.urihttp://hdl.handle.net/20.500.12127/7266
dc.description.abstractThe ability to understand and explain the outcomes of data analysis methods, with regard to aiding decision-making, has become a critical requirement for many applications. For example, in operational research domains, data analytics have long been promoted as a way to enhance decision-making. This study proposes a comprehensive, normative framework to define explainable artificial intelligence (XAI) for operational research (XAIOR) as a reconciliation of three subdimensions that constitute its requirements: performance, attributable, and responsible analytics. In turn, this article offers in-depth overviews of how XAIOR can be deployed through various methods with respect to distinct domains and applications. Finally, an agenda for future XAIOR research is defined.en_US
dc.language.isoenen_US
dc.publisherElsevieren_US
dc.rights© 2023 Elsevier B.V. All rights reserved.
dc.subjectDecision analysisen_US
dc.subjectXAIen_US
dc.subjectExplainable artificial intelligenceen_US
dc.subjectInterpretable machine learningen_US
dc.subjectXAIORen_US
dc.titleExplainable AI for Operational Research: A defining framework, methods, applications, and a research agendaen_US
dc.typeOther
dc.identifier.journalEuropean Journal of Operational Researchen_US
dc.source.volume317
dc.source.issue2
dc.source.beginpage249
dc.source.endpage272
dc.contributor.departmentAudencia Business School, 8 Route de la Joneliére, Nantes, 44312, Franceen_US
dc.contributor.departmentIESEG School of Management, Université de Lille, CNRS, UMR 9221 - LEM - Lille Economie Management, 3 Rue de la Digue, Lille, F-59000, Franceen_US
dc.contributor.departmentPoznań University of Technology, Piotrowo 2, Poznań, 60-965, Polanden_US
dc.contributor.departmentSystems Research Institute of the Polish Academy of Sciences, Newelska 6, Warsaw, 01-447, Polanden_US
dc.contributor.departmentFaculty of Economics and Business, KU Leuven, Naamsestraat 69, Leuven, 2000, Belgiumen_US
dc.contributor.departmentSouthampton Business School, University of Southampton, University Road, Southampton, SO17 1BJ, United Kingdomen_US
dc.contributor.departmentCentre for Supply Chain Research, University of Liverpool Management School, Chatham Street, Liverpool, L69 7ZH, United Kingdomen_US
dc.contributor.departmentCenter for Health Systems Innovation, Spears School of Business, Oklahoma State University, 370 Business Building, Stillwater, OK 74078, United Statesen_US
dc.contributor.departmentDepartment of Industrial Engineering, Faculty of Engineering and Natural Sciences, Istinye University, Istanbul, Turkeyen_US
dc.contributor.departmentInstitute of Information Systems, FAU Erlangen-Nuremberg, Lange Gasse 20, Nuremberg, 90403, Germanyen_US
dc.contributor.departmentSchool of Business and Economics, Humboldt University of Berlin, Unter den Linden 6, Berlin, 10099, Germanyen_US
dc.contributor.departmentDepartment of Management Control and Information Systems, School of Economics and Business, University of Chile, Santiago, Chileen_US
dc.contributor.departmentDepartment of Engineering Management, University of Antwerp, Prinsstraat 13, Antwerp, 2000, Belgiumen_US
dc.contributor.departmentDepartment of Computer Science, Reykjavik University, Menntavegur 1, Reykjavik, 102, Icelanden_US
dc.contributor.departmentFacultad de Ingeniería y Ciencias Aplicadas, Universidad de los Andes, Chileen_US
dc.contributor.departmentDepartment of Industrial Engineering, FCFM, University of Chile, Santiago, Chileen_US
dc.contributor.departmentInstituto de Sistemas Complejos de Ingeniería (ISCI), Santiago, Chileen_US
vlerick.knowledgedomainOperations & Supply Chain Managementen_US
vlerick.typearticleVlerick strategic journal articleen_US
vlerick.vlerickdepartmentTOMen_US
dc.identifier.vperid102358en_US
dc.source.journaltitleEuropean Journal of Operational Research


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