Factual and Counterfactual Explanations for Black Box Decision Making
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DOI: 10.1109/mis.2019.2957223
Abstract: The rise of sophisticated machine learning models has brought accurate but obscure decision systems, which hide their logic, thus undermining transparency, trust, and the adoption of artificial intelligence (AI) in socially sensitive and safety-critical contexts.… read more here.
Keywords: counterfactual explanations; black box; explanations black; factual counterfactual ... See more keywords
Factual and Counterfactual Explanations in Fuzzy Classification Trees
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DOI: 10.1109/tfuzz.2022.3179582
Abstract: Classification algorithms have recently acquired great popularity due to their efficiency to generate models capable of solving high complexity problems. Specifically, black box models are the ones that offer the best results, since they greatly… read more here.
Keywords: counterfactual explanations; factual explanation; factual counterfactual; explanations fuzzy ... See more keywords
The Relation Between Factual and Counterfactual Conditionals
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DOI: 10.1111/cogs.12663
Abstract: What is the relation between factual conditionals: If A happened then B happened, and counterfactual conditionals: If A had happened then B would have happened? Some theorists propose quite different semantics for the two. In… read more here.
Keywords: relation factual; factual counterfactual; counterfactual conditionals; factual conditionals ... See more keywords