Impact of Feature Selection for Corpus-Based WSD in Turkish
Identifieur interne : 000368 ( Istex/Corpus ); précédent : 000367; suivant : 000369Impact of Feature Selection for Corpus-Based WSD in Turkish
Auteurs : Zeynep Orhan ; Zeynep AltanSource :
- Lecture Notes in Computer Science [ 0302-9743 ] ; 2006.
Abstract
Abstract: Word sense disambiguation (WSD) is an important intermediate stage for many natural language processing applications. The senses of an ambiguous word are the classification of usages for that word. WSD is basically a mapping function from a context to a set of applicable senses depending on various parameters. Resource selection, determination of senses for ambiguous words, decision of effective features, algorithms, and evaluation criteria are the major issues in a WSD system. This paper deals with the feature selection strategies for word sense disambiguation task in Turkish language. There are many different features that can contribute to the meaning of a word. These features can vary according to the metaphorical usages, POS of the word, pragmatics, etc. The observations indicated that detecting the critical features can contribute much than the learning methodologies.
Url:
DOI: 10.1007/11925231_83
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type="first">Gerhard</forename><surname>Weikum</surname></persName><affiliation>Max-Planck Institute of Computer Science, Saarbruecken, Germany</affiliation></editor><biblScope><date>2006</date></biblScope><idno type="pISSN">0302-9743</idno><idno type="eISSN">1611-3349</idno><idno type="seriesId">558</idno></series><series><title level="s">Lecture Notes in Artificial Intelligence</title><editor><persName><forename type="first">David</forename><surname>Hutchison</surname></persName><affiliation>Lancaster University, UK</affiliation></editor><editor><persName><forename type="first">Takeo</forename><surname>Kanade</surname></persName><affiliation>Carnegie Mellon University, Pittsburgh, PA, USA</affiliation></editor><editor><persName><forename type="first">Josef</forename><surname>Kittler</surname></persName><affiliation>University of Surrey, Guildford, UK</affiliation></editor><editor><persName><forename type="first">Jon</forename><forename 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type="first">Alberto</forename><surname>Reyes-Garcia</surname></persName><email>kargaxxi@inaoep.mx</email><affiliation>Instituto Nacional de Astrofísica, Óptica y Electrónica (INAOE), Luis Enrique Erro No. 1, Sta. Ma. Tonanzintla, 72840, Puebla, México</affiliation></editor><idno type="pISSN">0302-9743</idno><idno type="eISSN">1611-3349</idno><biblScope type="seriesId">1244</biblScope></series><idno type="istex">3DCE91E35F96D6B41B9F6DA6A15205C922F05FB5</idno><idno type="DOI">10.1007/11925231_83</idno><idno type="ChapterID">83</idno><idno type="ChapterID">Chap83</idno></biblStruct></sourceDesc></fileDesc><profileDesc><creation><date>2006</date></creation><langUsage><language ident="en">en</language></langUsage><abstract xml:lang="en"><p>Abstract: Word sense disambiguation (WSD) is an important intermediate stage for many natural language processing applications. The senses of an ambiguous word are the classification of usages for that word. WSD is basically a mapping function from a context to a set of applicable senses depending on various parameters. Resource selection, determination of senses for ambiguous words, decision of effective features, algorithms, and evaluation criteria are the major issues in a WSD system. This paper deals with the feature selection strategies for word sense disambiguation task in Turkish language. There are many different features that can contribute to the meaning of a word. These features can vary according to the metaphorical usages, POS of the word, pragmatics, etc. The observations indicated that detecting the critical features can contribute much than the learning methodologies.</p></abstract><textClass><keywords scheme="Book Subject Collection"><list><label>SUCO11645</label><item><term>Computer Science</term></item></list></keywords></textClass><textClass><keywords scheme="Book Subject Group"><list><label>I</label><label>I21017</label><label>I16013</label><label>I16048</label><label>I22021</label><item><term>Computer Science</term></item><item><term>Artificial Intelligence (incl. 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DisplayOrder="Western"><GivenName>Gerhard</GivenName><FamilyName>Weikum</FamilyName></EditorName></Editor><Affiliation ID="Aff1"><OrgName>Lancaster University</OrgName><OrgAddress><Country>UK</Country></OrgAddress></Affiliation><Affiliation ID="Aff2"><OrgName>Carnegie Mellon University</OrgName><OrgAddress><City>Pittsburgh</City><State>PA</State><Country>USA</Country></OrgAddress></Affiliation><Affiliation ID="Aff3"><OrgName>University of Surrey</OrgName><OrgAddress><City>Guildford</City><Country>UK</Country></OrgAddress></Affiliation><Affiliation ID="Aff4"><OrgName>Cornell University</OrgName><OrgAddress><City>Ithaca</City><State>NY</State><Country>USA</Country></OrgAddress></Affiliation><Affiliation ID="Aff5"><OrgName>ETH Zurich</OrgName><OrgAddress><Country>Switzerland</Country></OrgAddress></Affiliation><Affiliation ID="Aff6"><OrgName>Stanford University</OrgName><OrgAddress><City>CA</City><Country>USA</Country></OrgAddress></Affiliation><Affiliation ID="Aff7"><OrgName>Weizmann Institute of Science</OrgName><OrgAddress><City>Rehovot</City><Country>Israel</Country></OrgAddress></Affiliation><Affiliation ID="Aff8"><OrgName>University of Bern</OrgName><OrgAddress><Country>Switzerland</Country></OrgAddress></Affiliation><Affiliation ID="Aff9"><OrgName>Indian Institute of Technology</OrgName><OrgAddress><City>Madras</City><Country>India</Country></OrgAddress></Affiliation><Affiliation ID="Aff10"><OrgName>University of Dortmund</OrgName><OrgAddress><Country>Germany</Country></OrgAddress></Affiliation><Affiliation ID="Aff11"><OrgName>Massachusetts Institute of Technology</OrgName><OrgAddress><City>MA</City><Country>USA</Country></OrgAddress></Affiliation><Affiliation ID="Aff12"><OrgName>University of California</OrgName><OrgAddress><City>Los Angeles</City><State>CA</State><Country>USA</Country></OrgAddress></Affiliation><Affiliation ID="Aff13"><OrgName>University of California</OrgName><OrgAddress><City>Berkeley</City><State>CA</State><Country>USA</Country></OrgAddress></Affiliation><Affiliation ID="Aff14"><OrgName>Rice University</OrgName><OrgAddress><City>Houston</City><State>TX</State><Country>USA</Country></OrgAddress></Affiliation><Affiliation ID="Aff15"><OrgName>Max-Planck Institute of Computer Science</OrgName><OrgAddress><City>Saarbruecken</City><Country>Germany</Country></OrgAddress></Affiliation></EditorGroup></SeriesHeader><SubSeries><SubSeriesInfo><SubSeriesID>1244</SubSeriesID><SubSeriesPrintISSN>0302-9743</SubSeriesPrintISSN><SubSeriesElectronicISSN>1611-3349</SubSeriesElectronicISSN><SubSeriesTitle Language="En">Lecture Notes in Artificial Intelligence</SubSeriesTitle></SubSeriesInfo><SubSeriesHeader><EditorGroup><Editor AffiliationIDS="Aff16"><EditorName DisplayOrder="Western"><GivenName>Jaime</GivenName><GivenName>G.</GivenName><FamilyName>Carbonell</FamilyName></EditorName></Editor><Editor AffiliationIDS="Aff17"><EditorName DisplayOrder="Western"><GivenName>Jörg</GivenName><FamilyName>Siekmann</FamilyName></EditorName></Editor><Affiliation ID="Aff16"><OrgName>Carnegie Mellon University</OrgName><OrgAddress><City>Pittsburgh</City><State>PA</State><Country>USA</Country></OrgAddress></Affiliation><Affiliation ID="Aff17"><OrgName>University of Saarland</OrgName><OrgAddress><City>Saarbrücken</City><Country>Germany</Country></OrgAddress></Affiliation></EditorGroup></SubSeriesHeader></SubSeries><Book Language="En"><BookInfo BookProductType="Proceedings" ContainsESM="No" Language="En" MediaType="eBook" NumberingDepth="2" NumberingStyle="ContentOnly" OutputMedium="All" TocLevels="0"><BookID>978-3-540-49058-6</BookID><BookTitle>MICAI 2006: Advances in Artificial Intelligence</BookTitle><BookSubTitle>5th Mexican International Conference on Artificial Intelligence, Apizaco, Mexico, November 13-17, 2006. Proceedings</BookSubTitle><BookVolumeNumber>4293</BookVolumeNumber><BookSequenceNumber>4293</BookSequenceNumber><BookDOI>10.1007/11925231</BookDOI><BookTitleID>142548</BookTitleID><BookPrintISBN>978-3-540-49026-5</BookPrintISBN><BookElectronicISBN>978-3-540-49058-6</BookElectronicISBN><BookChapterCount>117</BookChapterCount><BookCopyright><CopyrightHolderName>Springer-Verlag Berlin Heidelberg</CopyrightHolderName><CopyrightYear>2006</CopyrightYear></BookCopyright><BookSubjectGroup><BookSubject Code="I" Type="Primary">Computer Science</BookSubject><BookSubject Code="I21017" Priority="1" Type="Secondary">Artificial Intelligence (incl. Robotics)</BookSubject><BookSubject Code="I16013" Priority="2" Type="Secondary">Computation by Abstract Devices</BookSubject><BookSubject Code="I16048" Priority="3" Type="Secondary">Mathematical Logic and Formal Languages</BookSubject><BookSubject Code="I22021" Priority="4" Type="Secondary">Image Processing and Computer Vision</BookSubject><SubjectCollection Code="SUCO11645">Computer Science</SubjectCollection></BookSubjectGroup><BookContext><SeriesID>558</SeriesID><SubSeriesID>1244</SubSeriesID></BookContext></BookInfo><BookHeader><EditorGroup><Editor AffiliationIDS="Aff18"><EditorName DisplayOrder="Western"><GivenName>Alexander</GivenName><FamilyName>Gelbukh</FamilyName></EditorName><Contact><Email>gelbukh@gelbukh.com</Email></Contact></Editor><Editor AffiliationIDS="Aff19"><EditorName DisplayOrder="Western"><GivenName>Carlos</GivenName><GivenName>Alberto</GivenName><FamilyName>Reyes-Garcia</FamilyName></EditorName><Contact><Email>kargaxxi@inaoep.mx</Email></Contact></Editor><Affiliation ID="Aff18"><OrgDivision>Center for Computing Research</OrgDivision><OrgName>National Polytechnic Institute</OrgName><OrgAddress><Postcode>07738</Postcode><City>Mexico City</City><Country>México</Country></OrgAddress></Affiliation><Affiliation ID="Aff19"><OrgDivision>Instituto Nacional de Astrofísica</OrgDivision><OrgName>Óptica y Electrónica (INAOE)</OrgName><OrgAddress><Street>Luis Enrique Erro No. 1, Sta. Ma. Tonanzintla</Street><Postcode>72840</Postcode><City>Puebla</City><Country>México</Country></OrgAddress></Affiliation></EditorGroup></BookHeader><Part ID="Part13"><PartInfo TocLevels="0"><PartID>13</PartID><PartSequenceNumber>13</PartSequenceNumber><PartTitle>Natural Language Processing</PartTitle><PartChapterCount>9</PartChapterCount><PartContext><SeriesID>558</SeriesID><BookTitle>MICAI 2006: Advances in Artificial Intelligence</BookTitle></PartContext></PartInfo><Chapter ID="Chap83" Language="En"><ChapterInfo ChapterType="OriginalPaper" ContainsESM="No" NumberingDepth="2" NumberingStyle="ContentOnly" TocLevels="0"><ChapterID>83</ChapterID><ChapterDOI>10.1007/11925231_83</ChapterDOI><ChapterSequenceNumber>83</ChapterSequenceNumber><ChapterTitle Language="En">Impact of Feature Selection for Corpus-Based WSD in Turkish</ChapterTitle><ChapterFirstPage>868</ChapterFirstPage><ChapterLastPage>878</ChapterLastPage><ChapterCopyright><CopyrightHolderName>Springer-Verlag Berlin Heidelberg</CopyrightHolderName><CopyrightYear>2006</CopyrightYear></ChapterCopyright><ChapterGrants Type="Regular"><MetadataGrant Grant="OpenAccess"></MetadataGrant><AbstractGrant Grant="OpenAccess"></AbstractGrant><BodyPDFGrant Grant="Restricted"></BodyPDFGrant><BodyHTMLGrant Grant="Restricted"></BodyHTMLGrant><BibliographyGrant Grant="Restricted"></BibliographyGrant><ESMGrant Grant="Restricted"></ESMGrant></ChapterGrants><ChapterContext><SeriesID>558</SeriesID><PartID>13</PartID><BookID>978-3-540-49058-6</BookID><BookTitle>MICAI 2006: Advances in Artificial Intelligence</BookTitle></ChapterContext></ChapterInfo><ChapterHeader><AuthorGroup><Author AffiliationIDS="Aff20"><AuthorName DisplayOrder="Western"><GivenName>Zeynep</GivenName><FamilyName>Orhan</FamilyName></AuthorName><Contact><Email>zorhan@fatih.edu.tr</Email></Contact></Author><Author AffiliationIDS="Aff21"><AuthorName DisplayOrder="Western"><GivenName>Zeynep</GivenName><FamilyName>Altan</FamilyName></AuthorName><Contact><Email>zaltan@maltepe.edu.tr</Email></Contact></Author><Affiliation ID="Aff20"><OrgDivision>Department of Computer Engineering</OrgDivision><OrgName>Fatih University</OrgName><OrgAddress><Postcode>34500</Postcode><City>Büyükçekmece, Istanbul</City><Country>Turkey</Country></OrgAddress></Affiliation><Affiliation ID="Aff21"><OrgDivision>Department of Computer Engineering</OrgDivision><OrgName>Maltepe University</OrgName><OrgAddress><Postcode>34857</Postcode><City>Maltepe, Istanbul</City><Country>Turkey</Country></OrgAddress></Affiliation></AuthorGroup><Abstract ID="Abs1" Language="En"><Heading>Abstract</Heading><Para>Word sense disambiguation (WSD) is an important intermediate stage for many natural language processing applications. The senses of an ambiguous word are the classification of usages for that word. WSD is basically a mapping function from a context to a set of applicable senses depending on various parameters. Resource selection, determination of senses for ambiguous words, decision of effective features, algorithms, and evaluation criteria are the major issues in a WSD system. This paper deals with the feature selection strategies for word sense disambiguation task in Turkish language. There are many different features that can contribute to the meaning of a word. These features can vary according to the metaphorical usages, POS of the word, pragmatics, etc. The observations indicated that detecting the critical features can contribute much than the learning methodologies.</Para></Abstract></ChapterHeader><NoBody></NoBody></Chapter></Part></Book></Series></Publisher></istex:document></istex:metadataXml><mods version="3.6"><titleInfo lang="en"><title>Impact of Feature Selection for Corpus-Based WSD in Turkish</title></titleInfo><titleInfo type="alternative" contentType="CDATA" lang="en"><title>Impact of Feature Selection for Corpus-Based WSD in Turkish</title></titleInfo><name type="personal"><namePart type="given">Zeynep</namePart><namePart type="family">Orhan</namePart><affiliation>Department of Computer Engineering, Fatih University, 34500, Büyükçekmece, Istanbul, Turkey</affiliation><affiliation>E-mail: zorhan@fatih.edu.tr</affiliation><role><roleTerm type="text">author</roleTerm></role></name><name type="personal"><namePart type="given">Zeynep</namePart><namePart type="family">Altan</namePart><affiliation>Department of Computer Engineering, Maltepe University, 34857, Maltepe, Istanbul, Turkey</affiliation><affiliation>E-mail: zaltan@maltepe.edu.tr</affiliation><role><roleTerm type="text">author</roleTerm></role></name><typeOfResource>text</typeOfResource><genre type="conference" displayLabel="OriginalPaper"></genre><originInfo><publisher>Springer Berlin Heidelberg</publisher><place><placeTerm type="text">Berlin, Heidelberg</placeTerm></place><dateIssued encoding="w3cdtf">2006</dateIssued><copyrightDate encoding="w3cdtf">2006</copyrightDate></originInfo><language><languageTerm type="code" authority="rfc3066">en</languageTerm><languageTerm type="code" authority="iso639-2b">eng</languageTerm></language><physicalDescription><internetMediaType>text/html</internetMediaType></physicalDescription><abstract lang="en">Abstract: Word sense disambiguation (WSD) is an important intermediate stage for many natural language processing applications. The senses of an ambiguous word are the classification of usages for that word. WSD is basically a mapping function from a context to a set of applicable senses depending on various parameters. Resource selection, determination of senses for ambiguous words, decision of effective features, algorithms, and evaluation criteria are the major issues in a WSD system. This paper deals with the feature selection strategies for word sense disambiguation task in Turkish language. There are many different features that can contribute to the meaning of a word. These features can vary according to the metaphorical usages, POS of the word, pragmatics, etc. The observations indicated that detecting the critical features can contribute much than the learning methodologies.</abstract><relatedItem type="host"><titleInfo><title>MICAI 2006: Advances in Artificial Intelligence</title><subTitle>5th Mexican International Conference on Artificial Intelligence, Apizaco, Mexico, November 13-17, 2006. Proceedings</subTitle></titleInfo><name type="personal"><namePart type="given">Alexander</namePart><namePart type="family">Gelbukh</namePart><affiliation>Center for Computing Research, National Polytechnic Institute, 07738, Mexico City, México</affiliation><affiliation>E-mail: gelbukh@gelbukh.com</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Carlos</namePart><namePart type="given">Alberto</namePart><namePart type="family">Reyes-Garcia</namePart><affiliation>Instituto Nacional de Astrofísica, Óptica y Electrónica (INAOE), Luis Enrique Erro No. 1, Sta. Ma. Tonanzintla, 72840, Puebla, México</affiliation><affiliation>E-mail: kargaxxi@inaoep.mx</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><genre type="book-series" displayLabel="Proceedings"></genre><originInfo><copyrightDate encoding="w3cdtf">2006</copyrightDate><issuance>monographic</issuance></originInfo><subject><genre>Book-Subject-Collection</genre><topic authority="SpringerSubjectCodes" authorityURI="SUCO11645">Computer Science</topic></subject><subject><genre>Book-Subject-Group</genre><topic authority="SpringerSubjectCodes" authorityURI="I">Computer Science</topic><topic authority="SpringerSubjectCodes" authorityURI="I21017">Artificial Intelligence (incl. Robotics)</topic><topic authority="SpringerSubjectCodes" authorityURI="I16013">Computation by Abstract Devices</topic><topic authority="SpringerSubjectCodes" authorityURI="I16048">Mathematical Logic and Formal Languages</topic><topic authority="SpringerSubjectCodes" authorityURI="I22021">Image Processing and Computer Vision</topic></subject><identifier type="DOI">10.1007/11925231</identifier><identifier type="ISBN">978-3-540-49026-5</identifier><identifier type="eISBN">978-3-540-49058-6</identifier><identifier type="ISSN">0302-9743</identifier><identifier type="eISSN">1611-3349</identifier><identifier type="BookTitleID">142548</identifier><identifier type="BookID">978-3-540-49058-6</identifier><identifier type="BookChapterCount">117</identifier><identifier type="BookVolumeNumber">4293</identifier><identifier type="BookSequenceNumber">4293</identifier><identifier type="PartChapterCount">9</identifier><part><date>2006</date><detail type="part"><title>Natural Language 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UK</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Jon</namePart><namePart type="given">M.</namePart><namePart type="family">Kleinberg</namePart><affiliation>Cornell University, Ithaca, NY, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Friedemann</namePart><namePart type="family">Mattern</namePart><affiliation>ETH Zurich, Switzerland</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">John</namePart><namePart type="given">C.</namePart><namePart type="family">Mitchell</namePart><affiliation>Stanford University, CA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Moni</namePart><namePart type="family">Naor</namePart><affiliation>Weizmann Institute of Science, Rehovot, Israel</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Oscar</namePart><namePart type="family">Nierstrasz</namePart><affiliation>University of Bern, Switzerland</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">C.</namePart><namePart type="family">Pandu Rangan</namePart><affiliation>Indian Institute of Technology, Madras, India</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Bernhard</namePart><namePart type="family">Steffen</namePart><affiliation>University of Dortmund, Germany</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Madhu</namePart><namePart type="family">Sudan</namePart><affiliation>Massachusetts Institute of Technology, MA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Demetri</namePart><namePart type="family">Terzopoulos</namePart><affiliation>University of California, Los Angeles, CA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Dough</namePart><namePart type="family">Tygar</namePart><affiliation>University of California, Berkeley, CA, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Moshe</namePart><namePart type="given">Y.</namePart><namePart type="family">Vardi</namePart><affiliation>Rice University, Houston, TX, USA</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><name type="personal"><namePart type="given">Gerhard</namePart><namePart type="family">Weikum</namePart><affiliation>Max-Planck Institute of Computer Science, Saarbruecken, Germany</affiliation><role><roleTerm type="text">editor</roleTerm></role></name><originInfo><copyrightDate 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2006</accessCondition><recordInfo><recordContentSource>SPRINGER</recordContentSource><recordOrigin>Springer-Verlag Berlin Heidelberg, 2006</recordOrigin></recordInfo></mods></metadata><enrichments><istex:refBibTEI uri="https://api.istex.fr/document/3DCE91E35F96D6B41B9F6DA6A15205C922F05FB5/enrichments/refBib"><teiHeader></teiHeader><text><front></front><body></body><back><listBibl><biblStruct xml:id="b0"><monogr><title level="m" type="main">J: Situations and Attitudes</title><author><persName><forename type="first">J</forename><surname>Barwise</surname></persName></author><author><persName><forename type="first">Perry</forename></persName></author><imprint><date type="published" when="1983"></date><publisher>MIT Press</publisher><pubPlace>Cambridge, MA</pubPlace></imprint></monogr></biblStruct><biblStruct xml:id="b1"><monogr><title level="m" type="main">Language</title><author><persName><forename type="first">L</forename><surname>Bloomfield</surname></persName></author><imprint><date 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