Why did AI get this one wrong? - Tree-based explanations of machine learning model predictions.

Parimbelli, Enea; Buonocore, Tommaso Mario; Nicora, Giovanna; Michalowski, Wojtek; Wilk, Szymon; Bellazzi, Riccardo

Parimbelli, Enea; Buonocore, Tommaso Mario; Nicora, Giovanna; Michalowski, Wojtek; Wilk, Szymon; Bellazzi, Riccardo.

Afiliación

Parimbelli E; Department of Electric, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy; Telfer school of Management, University of Ottawa, Ottawa, Ontario, Canada. Electronic address: enea.parimbelli@gmail.com.
Buonocore TM; Department of Electric, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy.
Nicora G; Department of Electric, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy; enGenome srl, Pavia, Italy.
Michalowski W; Telfer school of Management, University of Ottawa, Ottawa, Ontario, Canada.
Wilk S; Division of Intelligent Decision Support Systems, Institute of Computing Science, Poznan University of Technology, Poznan, Poland.
Bellazzi R; Department of Electric, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy.

Artif Intell Med ; 135: 102471, 2023 01.

Article en En | MEDLINE | ID: mdl-36628785

Asunto(s)

Cognición; Medicina; Reproducibilidad de los Resultados; Aprendizaje Automático

Palabras clave

Black-box; Explainable; Explanation; Fidelity; Interpretable; Local explanation; Model agnostic; Post-hoc; Reliability; Surrogate model; XAI

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Cognición / Medicina Tipo de estudio: Prognostic_studies / Risk_factors_studies Idioma: En Revista: Artif Intell Med Asunto de la revista: INFORMATICA MEDICA Año: 2023 Tipo del documento: Article Pais de publicación: Países Bajos

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