Natural Language Explanation Model for Decision Trees

Descripción del Articulo

This study describes a model of explanations in natural language for classification decision trees. The explanations include global aspects of the classifier and local aspects of the classification of a particular instance. The proposal is implemented in the ExpliClas open source Web service [1], wh...

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Detalles Bibliográficos
Autores: Silva, Jesús, Hernández Palma, Hugo, Niebles Núẽz, William, Ruiz-Lazaro, Alex, Varela, Noel
Formato: artículo
Fecha de Publicación:2020
Institución:Universidad Peruana de Ciencias Aplicadas
Repositorio:UPC-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorioacademico.upc.edu.pe:10757/652131
Enlace del recurso:http://hdl.handle.net/10757/652131
Nivel de acceso:acceso abierto
Materia:Decision trees
Web services
Classification decision
Classification trees
Global aspects
Natural language explanations
Natural languages
Numerical attributes
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dc.title.en_US.fl_str_mv Natural Language Explanation Model for Decision Trees
title Natural Language Explanation Model for Decision Trees
spellingShingle Natural Language Explanation Model for Decision Trees
Silva, Jesús
Decision trees
Web services
Classification decision
Classification trees
Global aspects
Natural language explanations
Natural languages
Numerical attributes
title_short Natural Language Explanation Model for Decision Trees
title_full Natural Language Explanation Model for Decision Trees
title_fullStr Natural Language Explanation Model for Decision Trees
title_full_unstemmed Natural Language Explanation Model for Decision Trees
title_sort Natural Language Explanation Model for Decision Trees
author Silva, Jesús
author_facet Silva, Jesús
Hernández Palma, Hugo
Niebles Núẽz, William
Ruiz-Lazaro, Alex
Varela, Noel
author_role author
author2 Hernández Palma, Hugo
Niebles Núẽz, William
Ruiz-Lazaro, Alex
Varela, Noel
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Silva, Jesús
Hernández Palma, Hugo
Niebles Núẽz, William
Ruiz-Lazaro, Alex
Varela, Noel
dc.subject.en_US.fl_str_mv Decision trees
Web services
Classification decision
Classification trees
Global aspects
Natural language explanations
Natural languages
Numerical attributes
topic Decision trees
Web services
Classification decision
Classification trees
Global aspects
Natural language explanations
Natural languages
Numerical attributes
description This study describes a model of explanations in natural language for classification decision trees. The explanations include global aspects of the classifier and local aspects of the classification of a particular instance. The proposal is implemented in the ExpliClas open source Web service [1], which in its current version operates on trees built with Weka and data sets with numerical attributes. The feasibility of the proposal is illustrated with two example cases, where the detailed explanation of the respective classification trees is shown.
publishDate 2020
dc.date.accessioned.none.fl_str_mv 2020-06-30T21:39:17Z
dc.date.available.none.fl_str_mv 2020-06-30T21:39:17Z
dc.date.issued.fl_str_mv 2020-01-07
dc.type.en_US.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.issn.none.fl_str_mv 17426588
dc.identifier.doi.none.fl_str_mv 10.1088/1742-6596/1432/1/012074
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/10757/652131
dc.identifier.eissn.none.fl_str_mv 17426596
dc.identifier.journal.en_US.fl_str_mv Journal of Physics: Conference Series
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Journal of Physics: Conference Series
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dc.language.iso.en_US.fl_str_mv eng
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dc.format.en_US.fl_str_mv application/pdf
dc.publisher.en_US.fl_str_mv Institute of Physics Publishing
dc.source.none.fl_str_mv reponame:UPC-Institucional
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instacron:UPC
instname_str Universidad Peruana de Ciencias Aplicadas
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reponame_str UPC-Institucional
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dc.source.journaltitle.none.fl_str_mv Journal of Physics: Conference Series
dc.source.volume.none.fl_str_mv 1432
dc.source.issue.none.fl_str_mv 1
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Natural Language Explanation Model for Decision Trees
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