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Ilia Stepin
Ilia Stepin
Research Center for Intelligent Technologies (CiTIUS), Universidade de Santiago de Compostela, Spain
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A survey of contrastive and counterfactual explanation generation methods for explainable artificial intelligence
I Stepin, JM Alonso, A Catala, M Pereira-Fariña
IEEE Access 9, 11974-12001, 2021
1352021
Generation and Evaluation of Factual and Counterfactual Explanations for Decision Trees and Fuzzy Rule-based Classifiers
I Stepin, JM Alonso, A Catala, M Pereira-Fariña
2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 1-8, 2020
192020
Factual and counterfactual explanation of fuzzy information granules
I Stepin, A Catala, M Pereira-Fariña, JM Alonso
Interpretable Artificial Intelligence: A Perspective of Granular Computing …, 2021
72021
Paving the way towards counterfactual generation in argumentative conversational agents
I Stepin, A Catalá, M Pereira-Fariña, JM Alonso
Proceedings of the 1st Workshop on Interactive Natural Language Technology …, 2019
32019
An empirical study on how humans appreciate automated counterfactual explanations which embrace imprecise information
I Stepin, JM Alonso-Moral, A Catala, M Pereira-Fariña
Information Sciences, 2022
2022
Argumentation-based Interactive Factual and Counterfactual Explanation Generation
I Stepin
1st Doctoral Consortium at the European Conference on Artificial …, 2020
2020
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Artículos 1–6