Repositori institucional URV
| URV's Author/s: | Moreno Ribas, Antonio / Valls Mateu, Aïda |
| Author, as appears in the article.: | Maaroof N; Moreno A; Jabreel M; Valls A |
| Author's mail: | aida.valls@urv.cat antonio.moreno@urv.cat |
| Author identifier: | 0000-0003-3616-7809 0000-0003-3945-2314 |
| Journal publication year: | 2022 |
| Publication Type: | Proceedings Paper |
| APA: | Maaroof N; Moreno A; Jabreel M; Valls A (2022). Fuzzy-LORE: A Method for Extracting Local and Counterfactual Explanations Using Fuzzy Decision Trees. Amsterdam: IOS Press |
| Papper original source: | Frontiers In Artificial Intelligence And Applications. 356 345-354 |
| Abstract: | Classification systems based Machine Learning hide the logic of their internal decision processes from the users. Hence, post-hoc explanations about their predictions are often required. This paper proposes Fuzzy-LORE, a method that generates local explanations for fuzzy-based Machine Learning systems. First, it learns a local fuzzy decision tree using a set of synthetic neighbours from the input instance. Then, it extracts from the logic of the fuzzy decision tree a meaningful explanation consisting of a set of decision rules (which explain the reasons behind the decision), a set of counterfactual rules (which inform of small changes in the instance's features that would lead to a different outcome), and finally a set of specific counterfactual examples. Our experiments on a real-world medical dataset show that Fuzzy-LORE outperforms prior approaches and methods for generating local explanations. |
| Article's DOI: | 10.3233/FAIA220357 |
| Link to the original source: | https://ebooks.iospress.nl/doi/10.3233/FAIA220357 |
| Papper version: | info:eu-repo/semantics/publishedVersion |
| licence for use: | https://creativecommons.org/licenses/by/3.0/es/ |
| Department: | Enginyeria Informàtica i Matemàtiques |
| Licence document URL: | https://repositori.urv.cat/ca/proteccio-de-dades/ |
| Thematic Areas: | Artificial intelligence Ciências agrárias i Comunicació i informació Engenharias iii Engenharias iv General o multidisciplinar Información y documentación Interdisciplinar Medicina ii |
| Keywords: | Diabetic retinopathy Explainable ai (xai) Fuzzy decision tree Lore Machine learning |
| Entity: | Universitat Rovira i Virgili |
| Record's date: | 2024-10-12 |
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