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Conference Object(4)
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International Conference on Information and Knowledge Management, Proceedings(2)
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)(2)
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Ciencias de la computación(2)
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scopus(4)
AIMLAI'20: Third Workshop on Advances in Interpretable Machine Learning and Artificial Intelligence
Conference ObjectAbstract: The Third Workshop on "Advances in Interpretable Machine Learning and Artificial Intelligence" (AIMLPalabras claves:explainable ai, interpretability, Machine learningAutores:Bibal A., Bouadi T., Frénay B., Luis Galarraga, Oramas J.Fuentes:scopusHiPaR: Hierarchical Pattern-Aided Regression
Conference ObjectAbstract: We introduce HiPaR, a novel pattern-aided regression method for data with both categorical and numerPalabras claves:linear regression, rule miningAutores:Luis Galarraga, Pelgrin O., Termier A.Fuentes:scopusWhen Should We Use Linear Explanations?
Conference ObjectAbstract: The increasing interest in transparent and fair AI systems has propelled the research in explainablePalabras claves:counterfactual explanations, Explainability, interpretability, linear explanations, rule-based explanationsAutores:Delaunay J., Largouët C., Luis GalarragaFuentes:scopuss-LIME: Reconciling Locality and Fidelity in Linear Explanations
Conference ObjectAbstract: The benefit of locality is one of the major premises of LIME, one of the most prominent methods to ePalabras claves:explainable ai, interpretabilityAutores:Bhargava V., Delaunay J., Gaudel R., Luis Galarraga, Rozé L.Fuentes:scopus