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Ilia Stepin
Ilia Stepin
Postdoctoral researcher at BCN-AIM, University of Barcelona (UB)
Dirección de correo verificada de ub.edu - Página principal
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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
3462021
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
372020
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 618, 379-399, 2022
122022
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
122021
Paving the way towards counterfactual generation in argumentative conversational agents
I Stepin, A Catala, M Pereira-Fariña, JM Alonso
Proceedings of the 1st Workshop on Interactive Natural Language Technology …, 2019
42019
Information-seeking dialogue for explainable artificial intelligence: Modelling and analytics
I Stepin, K Budzynska, A Catala, M Pereira-Fariña, JM Alonso-Moral
Argument & Computation 15 (1), 49-107, 2024
22024
Investigating human-centered perspectives in explainable artificial intelligence
M Suffian, I Stepin, JM Alonso-Moral, A Bogliolo
CEUR Workshop Proceedings, 47-66, 2023
22023
How to build self-explaining fuzzy systems: from interpretability to explainability [AI-explained]
I Stepin, M Suffian, A Catala, JM Alonso-Moral
IEEE Computational Intelligence Magazine 19 (1), 81-82, 2024
12024
Argumentative Conversational Agents for Explainable Artificial Intelligence
I Stepin
2023
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 1–10