Mining Class Association Rules for Word Sense Disambiguation

In this paper we propose an approach to the task of Word Sense Disambiguation problem that uses Class Association Rules to create an effective and human-understandable rule-based classifier. We present the accuracy of classification of selected polysemous words on an evaluation corpus using the prop...

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Published inSecurity and Intelligent Information Systems pp. 307 - 317
Main Author Kobyliński, Łukasz
Format Book Chapter
LanguageEnglish
Published Berlin, Heidelberg Springer Berlin Heidelberg 2012
SeriesLecture Notes in Computer Science
Subjects
Association Rule
Class Association
Frequent Itemsets
Word Sense
Word Sense Disambiguation
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Abstract In this paper we propose an approach to the task of Word Sense Disambiguation problem that uses Class Association Rules to create an effective and human-understandable rule-based classifier. We present the accuracy of classification of selected polysemous words on an evaluation corpus using the proposed method and compare it to other known approaches. We discuss the advantages and weaknesses of a classifier based on association rules and present ideas for future work on the idea.
AbstractList In this paper we propose an approach to the task of Word Sense Disambiguation problem that uses Class Association Rules to create an effective and human-understandable rule-based classifier. We present the accuracy of classification of selected polysemous words on an evaluation corpus using the proposed method and compare it to other known approaches. We discuss the advantages and weaknesses of a classifier based on association rules and present ideas for future work on the idea.
Author Kobyliński, Łukasz
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DOI 10.1007/978-3-642-25261-7_24
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Discipline Engineering
Computer Science
EISBN 9783642252617
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Editor Kłopotek, Mieczysław A.
Leprévost, Franck
Marciniak, Małgorzata
Rybiński, Henryk
Bouvry, Pascal
Mykowiecka, Agnieszka
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Snippet In this paper we propose an approach to the task of Word Sense Disambiguation problem that uses Class Association Rules to create an effective and...
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StartPage 307
SubjectTerms Association Rule
Class Association
Frequent Itemsets
Word Sense
Word Sense Disambiguation
Title Mining Class Association Rules for Word Sense Disambiguation
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