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  A Machine Learning Approach to Building Aligned Wordnets

de Melo, G., & Weikum, G. (2008). A Machine Learning Approach to Building Aligned Wordnets. In Proceedings of the First International Conference on Global Interoperability for Language Resources (pp. 163-170). Hong Kong: Department of Chinese, Translation and Linguistics, City University of Hong Kong.

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Datensatz-Permalink: https://hdl.handle.net/11858/00-001M-0000-000F-1AD5-E Versions-Permalink: https://hdl.handle.net/11858/00-001M-0000-000F-1AD6-C
Genre: Konferenzbeitrag

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 Urheber:
de Melo, Gerard1, Autor           
Weikum, Gerhard1, Autor           
Affiliations:
1Databases and Information Systems, MPI for Informatics, Max Planck Society, ou_24018              

Inhalt

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Schlagwörter: -
 Zusammenfassung: WordNet is a lexical database describing English words and their senses. We propose a method for automatically producing similar resources for new languages by taking advantage of the original WordNet in conjunction with translation dictionaries. A small set of training mappings is used to learn a model for predicting associations between terms and senses. The associations are represented using a variety of scores that take into account structural properties as well as semantic relatedness and corpus frequency information. For evaluation, we created a German-language wordnet, and the data indicate a significantly better coverage and higher precision than previous heuristics. The resulting resources provide not only valuable information for monolingual NLP tasks but also enable a high degree of cross-lingual interoperability.

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Sprache(n): eng - English
 Datum: 2009-03-312008
 Publikationsstatus: Erschienen
 Seiten: -
 Ort, Verlag, Ausgabe: Hong Kong : Department of Chinese, Translation and Linguistics, City University of Hong Kong
 Inhaltsverzeichnis: -
 Art der Begutachtung: -
 Identifikatoren: eDoc: 428270
URI: http://icgl.ctl.cityu.edu.hk/2008/html/resources/~proceeding_conference.pdf
Anderer: Local-ID: C125756E0038A185-583777D81F9CD012C1257418004D71A3-deMeloWeikum2008b
 Art des Abschluß: -

Veranstaltung

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Titel: Untitled Event
Veranstaltungsort: Hong Kong
Start-/Enddatum: 2008-01-08 - 2008-01-12

Entscheidung

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Quelle 1

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Titel: Proceedings of the First International Conference on Global Interoperability for Language Resources
Genre der Quelle: Konferenzband
 Urheber:
Affiliations:
Ort, Verlag, Ausgabe: Hong Kong : Department of Chinese, Translation and Linguistics, City University of Hong Kong
Seiten: - Band / Heft: - Artikelnummer: - Start- / Endseite: 163 - 170 Identifikator: -