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MCCE: Monte Carlo sampling of valid and realistic counterfactual explanations for tabular data - MaRDI portal

MCCE: Monte Carlo sampling of valid and realistic counterfactual explanations for tabular data

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Publication:6609086

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DOI10.1007/s10618-024-01017-yzbMath1545.68103MaRDI QIDQ6609086

Kjersti Aas, Annabelle Redelmeier, Martin Jullum, Anders Løland

Publication date: 20 September 2024

Published in: Data Mining and Knowledge Discovery (Search for Journal in Brave)

zbMATH Keywords

conditional distribution counterfactual explanations explainable AI Gower distance

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Monte Carlo methods (65C05) General topics in artificial intelligence (68T01) Computational aspects of data analysis and big data (68T09)

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