In this chapter and section, we will be exploring AI explanations in a unique way. The EU General Data Protection Regulation (GDPR) states that an automatic process acting on personal data must be explained. While recent years have witnessed the emergence of various explainable methods in machine learning, to what degree the explanations really represent the reasoning process behind the model prediction -- namely, the faithfulness of explanation -- is still an open problem. Explainable DARPA's explainable AI (XAI) program: A retrospective In Feida Zhu 0002 , Beng Chin Ooi , Chunyan Miao , editors, KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Virtual Event, Singapore, August 14-18, 2021 . Cloud Computing 79. KDD2021 Tutorial: Advances in Mining Heterogeneous Healthcare … Narine studied at the Karlsruhe Institute of Technology in Germany and was a Research Visitor at Carnegie Mellon University. The Counterfactual Explanations Method - Hands-On Explainable … We elaborate on two popular XAI methods (rule extraction and counterfactual explanations) in the context of Big Five personality predictions (traits and facets) from financial … An exploration of combinatorial testing-based approaches to fault ... Abstract Research in the social sciences has shown that expectations are an important factor in explanations as used between humans: rather than explaining the …
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