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- University of CoimbraPT27 papers
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Showing 2022 · cs.LGShow all
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cs.LG2022★ 41 cited
High-Order Conditional Mutual Information Maximization for dealing with High-Order Dependencies in Feature Selection
Francisco Souza, Cristiano Premebida, Rui Araújo
This paper presents a novel feature selection method based on the conditional mutual information (CMI). The proposed High Order Conditional Mutual Information Maximization (HOCMIM)…
cs.LG2022★ 17 cited
Benchmarking Instance-Centric Counterfactual Algorithms for XAI: From White Box to Black Box
Catarina Moreira, Yu-Liang Chou, Chihcheng Hsieh +3
This study investigates the impact of machine learning models on the generation of counterfactual explanations by conducting a benchmark evaluation over three different types of mo…