Explainable AI for Operational Research: A defining framework, methods, applications, and a research agenda

Koen W. De Bock,Kristof Coussement,Arno De Caigny,Roman Słowiński,Bart Baesens,Robert N. Boute,Tsan-Ming Choi,Dursun Delen,Mathias Kraus,Stefan Lessmann,Sebastián Maldonado,David Martens,María Óskarsdóttir,Carla Vairetti,Wouter Verbeke,Richard Weber

European Journal of Operational Research（2023）

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摘要

•We define and characterize Explainable AI for Operational Research (XAIOR).•3 subdimensions of XAIOR are performance, attributable, and responsible analytics.•Methods, algorithms, and applications of XAIOR in 6 major OR domains are reviewed.•We present an ambitious agenda for XAIOR research.

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关键词

Decision analysis,XAI,Explainable artificial intelligence,Interpretable machine learning,XAIOR

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