A proof of concept on dialogue games for explainable artificial intelligence

Recent years have witnessed a groundbreaking number of accurate artificial intelligence-based algorithms. However, their oftentimes obscure nature is known to prevent end users from a safe and responsible use or leads to decreased trustworthiness in their predictions or decisions. In this work, we p...

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Detalhes bibliográficos
Autores: Stepin, Ilia, Catalá Bolós, Alejandro, Alonso Moral, José María
Tipo de documento: capítulo de livro
Data de publicação:2024
País:España
Recursos:Universidad de Santiago de Compostela (USC)
Repositório:Minerva. Repositorio Institucional de la Universidad de Santiago de Compostela
Idioma:inglês
OAI Identifier:oai:minerva.usc.gal:10347/42602
Acesso em linha:https://hdl.handle.net/10347/42602
Access Level:Acceso aberto
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spelling A proof of concept on dialogue games for explainable artificial intelligenceStepin, IliaCatalá Bolós, AlejandroAlonso Moral, José MaríaRecent years have witnessed a groundbreaking number of accurate artificial intelligence-based algorithms. However, their oftentimes obscure nature is known to prevent end users from a safe and responsible use or leads to decreased trustworthiness in their predictions or decisions. In this work, we present a novel dialogue game that serves as an explanatory dialogue model to communicate contrastive, selected, and social explanations from an interpretable rule-based classifier to an end user. In addition, we show how it can address the problem of diversity for such explanations via an empirical human evaluation study.College PublicationsPaglieri, FabioAnsani, AlessandroMarini, MarcoUniversidade de Santiago de Compostela. Departamento de Electrónica e Computación20242024-01-0120242024-01-01book parthttp://purl.org/coar/resource_type/c_3248VoRhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/bookPartapplication/pdfhttps://hdl.handle.net/10347/42602reponame:Minerva. Repositorio Institucional de la Universidad de Santiago de Compostelainstname:Universidad de Santiago de Compostela (USC)Inglésengopen accesshttp://purl.org/coar/access_right/c_abf2info:eu-repo/semantics/openAccessoai:minerva.usc.gal:10347/426022026-06-15T12:47:27Z
dc.title.none.fl_str_mv A proof of concept on dialogue games for explainable artificial intelligence
title A proof of concept on dialogue games for explainable artificial intelligence
spellingShingle A proof of concept on dialogue games for explainable artificial intelligence
Stepin, Ilia
title_short A proof of concept on dialogue games for explainable artificial intelligence
title_full A proof of concept on dialogue games for explainable artificial intelligence
title_fullStr A proof of concept on dialogue games for explainable artificial intelligence
title_full_unstemmed A proof of concept on dialogue games for explainable artificial intelligence
title_sort A proof of concept on dialogue games for explainable artificial intelligence
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 Paglieri, Fabio
Ansani, Alessandro
Marini, Marco
Universidade de Santiago de Compostela. Departamento de Electrónica e Computación
description Recent years have witnessed a groundbreaking number of accurate artificial intelligence-based algorithms. However, their oftentimes obscure nature is known to prevent end users from a safe and responsible use or leads to decreased trustworthiness in their predictions or decisions. In this work, we present a novel dialogue game that serves as an explanatory dialogue model to communicate contrastive, selected, and social explanations from an interpretable rule-based classifier to an end user. In addition, we show how it can address the problem of diversity for such explanations via an empirical human evaluation study.
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
VoR
http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.openaire.fl_str_mv info:eu-repo/semantics/bookPart
format bookPart
dc.identifier.none.fl_str_mv https://hdl.handle.net/10347/42602
url https://hdl.handle.net/10347/42602
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
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 College Publications
publisher.none.fl_str_mv College Publications
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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