A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based Explanations

Fuzzy rule-based classification systems are known to make predictions based on the knowledge that is embedded in their rule bases. Whereas one-shot explanations extracted from a rule base can be made interpretable, they suffer from a lack of interaction with the user leaving the social aspect of exp...

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Detalles Bibliográficos
Autores: Stepin, Ilia, Catalá Bolós, Alejandro, Alonso Moral, José María
Tipo de recurso: capítulo de libro
Fecha de publicación:2024
País:España
Institución:Universidad de Santiago de Compostela (USC)
Repositorio:Minerva. Repositorio Institucional de la Universidad de Santiago de Compostela
Idioma:inglés
OAI Identifier:oai:minerva.usc.gal:10347/42575
Acceso en línea:https://hdl.handle.net/10347/42575
Access Level:acceso abierto
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spelling A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based ExplanationsStepin, IliaCatalá Bolós, AlejandroAlonso Moral, José MaríaFuzzy rule-based classification systems are known to make predictions based on the knowledge that is embedded in their rule bases. Whereas one-shot explanations extracted from a rule base can be made interpretable, they suffer from a lack of interaction with the user leaving the social aspect of explanation unaddressed. In this paper, we present a dialogue system allowing for communication of automated textual explanations for the output of fuzzy classifiers to the end user in natural language. Importantly, the underlying explanation communication framework allows the user to iteratively explore the explanation space of the given fuzzy rule-based classifier, making the resulting explanations interactive in accordance with the recent considerations for automated explanations. In addition, we demonstrate the usage of the software with two illustrative use cases. It is worth noting that the software presented in this paper is made publicly available.IEEEUniversidade de Santiago de Compostela. Departamento de Electrónica e Computación20242024-01-0120242024-01-01book parthttp://purl.org/coar/resource_type/c_3248AMhttp://purl.org/coar/version/c_ab4af688f83e57aainfo:eu-repo/semantics/bookPartapplication/pdfhttps://hdl.handle.net/10347/42575reponame:Minerva. Repositorio Institucional de la Universidad de Santiago de Compostelainstname:Universidad de Santiago de Compostela (USC)InglésengEuropean Commission http://dx.doi.org/10.13039/501100000780 Horizon 2020 Framework Programme 101080430open accesshttp://purl.org/coar/access_right/c_abf2info:eu-repo/semantics/openAccessoai:minerva.usc.gal:10347/425752026-06-15T12:47:27Z
dc.title.none.fl_str_mv A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based Explanations
title A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based Explanations
spellingShingle A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based Explanations
Stepin, Ilia
title_short A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based Explanations
title_full A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based Explanations
title_fullStr A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based Explanations
title_full_unstemmed A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based Explanations
title_sort A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based Explanations
dc.creator.none.fl_str_mv Stepin, Ilia
Catalá Bolós, Alejandro
Alonso Moral, José María
author Stepin, Ilia
author_facet Stepin, Ilia
Catalá Bolós, Alejandro
Alonso Moral, José María
author_role author
author2 Catalá Bolós, Alejandro
Alonso Moral, José María
author2_role author
author
dc.contributor.none.fl_str_mv Universidade de Santiago de Compostela. Departamento de Electrónica e Computación
description Fuzzy rule-based classification systems are known to make predictions based on the knowledge that is embedded in their rule bases. Whereas one-shot explanations extracted from a rule base can be made interpretable, they suffer from a lack of interaction with the user leaving the social aspect of explanation unaddressed. In this paper, we present a dialogue system allowing for communication of automated textual explanations for the output of fuzzy classifiers to the end user in natural language. Importantly, the underlying explanation communication framework allows the user to iteratively explore the explanation space of the given fuzzy rule-based classifier, making the resulting explanations interactive in accordance with the recent considerations for automated explanations. In addition, we demonstrate the usage of the software with two illustrative use cases. It is worth noting that the software presented in this paper is made publicly available.
publishDate 2024
dc.date.none.fl_str_mv 2024
2024-01-01
2024
2024-01-01
dc.type.none.fl_str_mv book part
http://purl.org/coar/resource_type/c_3248
AM
http://purl.org/coar/version/c_ab4af688f83e57aa
dc.type.openaire.fl_str_mv info:eu-repo/semantics/bookPart
format bookPart
dc.identifier.none.fl_str_mv https://hdl.handle.net/10347/42575
url https://hdl.handle.net/10347/42575
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.relation.none.fl_str_mv European Commission http://dx.doi.org/10.13039/501100000780 Horizon 2020 Framework Programme 101080430
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv IEEE
publisher.none.fl_str_mv IEEE
dc.source.none.fl_str_mv reponame:Minerva. Repositorio Institucional de la Universidad de Santiago de Compostela
instname:Universidad de Santiago de Compostela (USC)
instname_str Universidad de Santiago de Compostela (USC)
reponame_str Minerva. Repositorio Institucional de la Universidad de Santiago de Compostela
collection Minerva. Repositorio Institucional de la Universidad de Santiago de Compostela
repository.name.fl_str_mv
repository.mail.fl_str_mv
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