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Counterfactual Explanations of Machine Learning Predictions: Opportunities and Challenges for AI Safety.

, и . SafeAI@AAAI, том 2301 из CEUR Workshop Proceedings, CEUR-WS.org, (2019)

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Peter Flach

Peter Flach

Peter Flach

Peter Flach

Katharina Flach

 

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On the need for structure modelling in sequence prediction., , и . Mach. Learn., 104 (2-3): 291-314 (2016)RSD: Relational Subgroup Discovery through First-Order Feature Construction., , и . ILP, том 2583 из Lecture Notes in Computer Science, стр. 149-165. Springer, (2002)Bayesian Modelling of the Temporal Aspects of Smart Home Activity with Circular Statistics., , и . ECML/PKDD (2), том 9285 из Lecture Notes in Computer Science, стр. 279-294. Springer, (2015)Novel Decompositions of Proper Scoring Rules for Classification: Score Adjustment as Precursor to Calibration., и . ECML/PKDD (1), том 9284 из Lecture Notes in Computer Science, стр. 68-85. Springer, (2015)A Big Data platform for smart meter data analytics., , , и . Comput. Ind., (2019)Simply Logical - Intelligent Reasoning by Example (Fully Interactive Online Edition)., и . CoRR, (2022)Classifier calibration: a survey on how to assess and improve predicted class probabilities., , , , , и . Mach. Learn., 112 (9): 3211-3260 (сентября 2023)Modelling Patient Behaviour Using IoT Sensor Data: a Case Study to Evaluate Techniques for Modelling Domestic Behaviour in Recovery from Total Hip Replacement Surgery., , , , , и . J. Heal. Informatics Res., 4 (3): 238-260 (2020)Predictive Performance of Weghted Relative Accuracy., , и . PKDD, том 1910 из Lecture Notes in Computer Science, стр. 255-264. Springer, (2000)SVR-based Modelling for the MoReBikeS Challenge: Analysis, Visualisation and Prediction., и . DC@PKDD/ECML, том 1526 из CEUR Workshop Proceedings, CEUR-WS.org, (2015)