Linguistic knowledge base simplification regarding accuracy and interpretability

This work proposes a new method in order to simplify linguistic knowledge bases. The main goal consists of improving simultaneously accuracy and interpretability when it is possible, or at least ensuring a good trade-off between them, as well as consistency of the final knowledge base. It is used wi...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Mathware & soft computing 2006, Vol.13 (3), p.203-216
Hauptverfasser: Alonso, José M., Magdalena Layos, Luis, Guillaume, Serge
Format: Artikel
Sprache:cat ; eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 216
container_issue 3
container_start_page 203
container_title Mathware & soft computing
container_volume 13
creator Alonso, José M.
Magdalena Layos, Luis
Guillaume, Serge
description This work proposes a new method in order to simplify linguistic knowledge bases. The main goal consists of improving simultaneously accuracy and interpretability when it is possible, or at least ensuring a good trade-off between them, as well as consistency of the final knowledge base. It is used with linguistic rules which can be defined by expert, induced by data, or both of them. The simplification process is applied to the well known wine classification problem. The results are encouraging.
format Article
fullrecord <record><control><sourceid>csuc_hal_p</sourceid><recordid>TN_cdi_hal_primary_oai_HAL_hal_02589123v1</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>oai_raco_cat_article_84945</sourcerecordid><originalsourceid>FETCH-LOGICAL-c701-bef2729650b4682e3d9ecd5a1503118d0a7af0b7b3482b919eff522d222ca9643</originalsourceid><addsrcrecordid>eNotj09Lw0AUxIMoWGq_w15FArtvs0n2WIpaIVAPPXhb3v5JfJgmZTdV-u2NracZhh_DzE22ELrWuZLy43b2Qha5KiXcZ6uUyHJeqrKSEhbZe0NDd6I0kWNfw_jTB98FZjEFluhw7KklhxONA4uhw-hnmqFzp4juzHDwjIYpxGMME1rqaTo_ZHct9ims_nWZ7V-e95tt3uxe3zbrJncVF7kNLVSgS8VtUdYQpNfBeYVCcSlE7TlW2HJbWVnUYLXQoW0VgAcAh7os5DJ7vNZ-Ym-OkQ4Yz2ZEMtt1Y_4yDqrWAuS3mNmnK-vSyZl5-XghL2Y-ZzDO7_tg6kIXSv4CP4ZfIg</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype></control><display><type>article</type><title>Linguistic knowledge base simplification regarding accuracy and interpretability</title><source>Alma/SFX Local Collection</source><creator>Alonso, José M. ; Magdalena Layos, Luis ; Guillaume, Serge</creator><creatorcontrib>Alonso, José M. ; Magdalena Layos, Luis ; Guillaume, Serge</creatorcontrib><description>This work proposes a new method in order to simplify linguistic knowledge bases. The main goal consists of improving simultaneously accuracy and interpretability when it is possible, or at least ensuring a good trade-off between them, as well as consistency of the final knowledge base. It is used with linguistic rules which can be defined by expert, induced by data, or both of them. The simplification process is applied to the well known wine classification problem. The results are encouraging.</description><identifier>ISSN: 1134-5632</identifier><identifier>EISSN: 1989-533X</identifier><language>cat ; eng</language><publisher>RACO</publisher><subject>Environmental Sciences</subject><ispartof>Mathware &amp; soft computing, 2006, Vol.13 (3), p.203-216</ispartof><rights>Distributed under a Creative Commons Attribution 4.0 International License</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><orcidid>0000-0002-6769-9982</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,4024</link.rule.ids><backlink>$$Uhttps://hal.inrae.fr/hal-02589123$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Alonso, José M.</creatorcontrib><creatorcontrib>Magdalena Layos, Luis</creatorcontrib><creatorcontrib>Guillaume, Serge</creatorcontrib><title>Linguistic knowledge base simplification regarding accuracy and interpretability</title><title>Mathware &amp; soft computing</title><description>This work proposes a new method in order to simplify linguistic knowledge bases. The main goal consists of improving simultaneously accuracy and interpretability when it is possible, or at least ensuring a good trade-off between them, as well as consistency of the final knowledge base. It is used with linguistic rules which can be defined by expert, induced by data, or both of them. The simplification process is applied to the well known wine classification problem. The results are encouraging.</description><subject>Environmental Sciences</subject><issn>1134-5632</issn><issn>1989-533X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2006</creationdate><recordtype>article</recordtype><sourceid>2VB</sourceid><recordid>eNotj09Lw0AUxIMoWGq_w15FArtvs0n2WIpaIVAPPXhb3v5JfJgmZTdV-u2NracZhh_DzE22ELrWuZLy43b2Qha5KiXcZ6uUyHJeqrKSEhbZe0NDd6I0kWNfw_jTB98FZjEFluhw7KklhxONA4uhw-hnmqFzp4juzHDwjIYpxGMME1rqaTo_ZHct9ims_nWZ7V-e95tt3uxe3zbrJncVF7kNLVSgS8VtUdYQpNfBeYVCcSlE7TlW2HJbWVnUYLXQoW0VgAcAh7os5DJ7vNZ-Ym-OkQ4Yz2ZEMtt1Y_4yDqrWAuS3mNmnK-vSyZl5-XghL2Y-ZzDO7_tg6kIXSv4CP4ZfIg</recordid><startdate>2006</startdate><enddate>2006</enddate><creator>Alonso, José M.</creator><creator>Magdalena Layos, Luis</creator><creator>Guillaume, Serge</creator><general>RACO</general><scope>2VB</scope><scope>AALZO</scope><scope>AFIUA</scope><scope>1XC</scope><orcidid>https://orcid.org/0000-0002-6769-9982</orcidid></search><sort><creationdate>2006</creationdate><title>Linguistic knowledge base simplification regarding accuracy and interpretability</title><author>Alonso, José M. ; Magdalena Layos, Luis ; Guillaume, Serge</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c701-bef2729650b4682e3d9ecd5a1503118d0a7af0b7b3482b919eff522d222ca9643</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>cat ; eng</language><creationdate>2006</creationdate><topic>Environmental Sciences</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Alonso, José M.</creatorcontrib><creatorcontrib>Magdalena Layos, Luis</creatorcontrib><creatorcontrib>Guillaume, Serge</creatorcontrib><collection>Revistes Catalanes amb Accés Obert (RACO)</collection><collection>Revistes Catalanes amb Accés Obert (RACO) (Full Text)</collection><collection>Revistes Catalanes amb Accés Obert (RACO)</collection><collection>Hyper Article en Ligne (HAL)</collection><jtitle>Mathware &amp; soft computing</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Alonso, José M.</au><au>Magdalena Layos, Luis</au><au>Guillaume, Serge</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Linguistic knowledge base simplification regarding accuracy and interpretability</atitle><jtitle>Mathware &amp; soft computing</jtitle><date>2006</date><risdate>2006</risdate><volume>13</volume><issue>3</issue><spage>203</spage><epage>216</epage><pages>203-216</pages><issn>1134-5632</issn><eissn>1989-533X</eissn><abstract>This work proposes a new method in order to simplify linguistic knowledge bases. The main goal consists of improving simultaneously accuracy and interpretability when it is possible, or at least ensuring a good trade-off between them, as well as consistency of the final knowledge base. It is used with linguistic rules which can be defined by expert, induced by data, or both of them. The simplification process is applied to the well known wine classification problem. The results are encouraging.</abstract><pub>RACO</pub><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-6769-9982</orcidid><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 1134-5632
ispartof Mathware & soft computing, 2006, Vol.13 (3), p.203-216
issn 1134-5632
1989-533X
language cat ; eng
recordid cdi_hal_primary_oai_HAL_hal_02589123v1
source Alma/SFX Local Collection
subjects Environmental Sciences
title Linguistic knowledge base simplification regarding accuracy and interpretability
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-25T19%3A32%3A50IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-csuc_hal_p&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Linguistic%20knowledge%20base%20simplification%20regarding%20accuracy%20and%20interpretability&rft.jtitle=Mathware%20&%20soft%20computing&rft.au=Alonso,%20Jos%C3%A9%20M.&rft.date=2006&rft.volume=13&rft.issue=3&rft.spage=203&rft.epage=216&rft.pages=203-216&rft.issn=1134-5632&rft.eissn=1989-533X&rft_id=info:doi/&rft_dat=%3Ccsuc_hal_p%3Eoai_raco_cat_article_84945%3C/csuc_hal_p%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true