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Stepin, Ilia ilia.stepin@uam.es

Ingeniería informática / Universidad Autónoma de Madrid

Publications

How to Build Self-Explaining Fuzzy Systems: From Interpretability to Explainability [AI-eXplained]

  • Stepin, Ilia
  • Suffian, Muhammad
  • Catala, Alejandro
  • Alonso-Moral, Jose M

IEEE Computational Intelligence Magazine (p. 81-82) - 1/2/2024

10.1109/mci.2023.3328098 View at source

  • ISSN 1556603X

Information-seeking dialogue for explainable artificial intelligence: Modelling and analytics

  • Stepin, Ilia
  • Budzynska, Katarzyna
  • Catala, Alejandro
  • Pereira-Farina, Martin
  • Alonso-Moral, Jose M

Argument and Computation (p. 49-107) - 1/1/2024

10.3233/aac-220011 View at source

  • ISSN 19462166

An empirical study on how humans appreciate automated counterfactual explanations which embrace imprecise information

  • Stepin, Ilia
  • Alonso-Moral, Jose M
  • Catala, Alejandro
  • Pereira-Farina, Martin

INFORMATION SCIENCES (p. 379-399) - 21/11/2022

10.1016/j.ins.2022.10.098 View at source

  • ISSN 00200255

A Survey of Contrastive and Counterfactual Explanation Generation Methods for Explainable Artificial Intelligence

  • Stepin, Ilia
  • Alonso, Jose M
  • Catala, Alejandro
  • Pereira-Farina, Martin

IEEE Access (p. 11974-12001) - 1/1/2021

10.1109/access.2021.3051315 View at source

  • ISSN 21693536

This researcher has no books.

Factual and Counterfactual Explanation of Fuzzy Information Granules

  • Stepin I
  • Catala A
  • Pereira-Fariña M
  • Alonso JM

Studies in Computational Intelligence (p. 153-185) - 1/1/2021

10.1007/978-3-030-64949-4_6 View at source

  • ISSN 1860949X

A software solution for building fuzzy-grounded interactive dialogue-based explanations

  • Stepin, Ilia
  • Catala, Alejandro
  • Alonso-Moral, Jose M

2024 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, FUZZ-IEEE 2024 - 1/1/2024

10.1109/fuzz-ieee60900.2024.10612093 View at source

  • ISSN 15445615

Investigating Human-Centered Perspectives in Explainable Artificial Intelligence

  • Suffian M
  • Stepin I
  • Alonso-Moral JM
  • Bogliolo A

CEUR Workshop Proceedings (p. 47-66) - 1/1/2023

  • ISSN 16130073
  • iMarina

Generation and Evaluation of Factual and Counterfactual Explanations for Decision Trees and Fuzzy Rule-based Classifiers

  • Stepin, Ilia
  • Alonso, Jose M
  • Catala, Alejandro
  • Pereira-Farina, Martin

IEEE International Conference on Fuzzy Systems - 1/1/2020

10.1109/fuzz48607.2020.9177629 View at source

  • ISSN 10987584

Paving the way towards counterfactual generation in argumentative conversational agents

  • Stepin I
  • Catalá A
  • Alonso JM
  • Pereira-Fariña M

NL4XAI 2019 - 1st Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, Proceedings of the Workshop (p. 20-25) - 1/1/2019

  • iMarina

This researcher has no working papers.

This researcher has no technical reports.

This researcher has no research projects.

This researcher has no supervised thesis.

This researcher has no patents or software licenses.

Last data update: 11/11/25 6:10 PM