An Algorithm for Fuzzification of WordNets and its Application in Sentiment Analysis
WordNet-like Lexical Databases (WLDs) group English words into sets of synonyms called “synsets.” Synsets are utilized for several applications in the field of text mining. However, they were also open to criticism because although, in theory, not all the members (i.e. word senses) of a synset repre...
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University of Qom
2024-03-01
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| Series: | مدیریت مهندسی و رایانش نرم |
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| Online Access: | https://jemsc.qom.ac.ir/article_2794_3a3c843be5c84411a080b25ba4f7b029.pdf |
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| author | Yousef Alizadeh-Q Behrouz Minaei Bidgoli Sayyed Ali Hossayni Mohammad-R Akbarzadeh-T Diego Reforgiato Recupero Aldo Gangemi |
| author_facet | Yousef Alizadeh-Q Behrouz Minaei Bidgoli Sayyed Ali Hossayni Mohammad-R Akbarzadeh-T Diego Reforgiato Recupero Aldo Gangemi |
| author_sort | Yousef Alizadeh-Q |
| collection | DOAJ |
| description | WordNet-like Lexical Databases (WLDs) group English words into sets of synonyms called “synsets.” Synsets are utilized for several applications in the field of text mining. However, they were also open to criticism because although, in theory, not all the members (i.e. word senses) of a synset represent the meaning of that synset with the same degree, in practice, in WLDs they are considered as members of the synset identically. Correspondingly, the fuzzy version of synonym sets, called fuzzy-synsets were proposed. But, to the best or our knowledge. In this study, we present an algorithm for constructing fuzzy version of WLDs of any language, given a corpus of documents and a word-sense-disambiguation system of that language. A theoretical proof is also proposed for the validity of results of the proposed algorithm. Then, inputting the open-American-online-corpus (OANC) and UKB word-sense-disambiguation to the algorithm, we construct and publish online the fuzzified version English WordNet (FWN), and apply them in a Sentiment Analysis problem. |
| format | Article |
| id | doaj-art-1eea7c1a268a47389e1f09b644c993b1 |
| institution | Kabale University |
| issn | 2538-6239 2538-2675 |
| language | fas |
| publishDate | 2024-03-01 |
| publisher | University of Qom |
| record_format | Article |
| series | مدیریت مهندسی و رایانش نرم |
| spelling | doaj-art-1eea7c1a268a47389e1f09b644c993b12025-01-30T20:19:06ZfasUniversity of Qomمدیریت مهندسی و رایانش نرم2538-62392538-26752024-03-019211913110.22091/jemsc.2024.9514.11732794An Algorithm for Fuzzification of WordNets and its Application in Sentiment AnalysisYousef Alizadeh-Q0Behrouz Minaei Bidgoli1Sayyed Ali Hossayni2Mohammad-R Akbarzadeh-T3Diego Reforgiato Recupero4Aldo Gangemi5Iran University of Science and TechnologyIran University of Science and TechnologyIran University of Science and TechnologyFerdowsi University of MashhadUniversity of CagliariUniversity of BolognaWordNet-like Lexical Databases (WLDs) group English words into sets of synonyms called “synsets.” Synsets are utilized for several applications in the field of text mining. However, they were also open to criticism because although, in theory, not all the members (i.e. word senses) of a synset represent the meaning of that synset with the same degree, in practice, in WLDs they are considered as members of the synset identically. Correspondingly, the fuzzy version of synonym sets, called fuzzy-synsets were proposed. But, to the best or our knowledge. In this study, we present an algorithm for constructing fuzzy version of WLDs of any language, given a corpus of documents and a word-sense-disambiguation system of that language. A theoretical proof is also proposed for the validity of results of the proposed algorithm. Then, inputting the open-American-online-corpus (OANC) and UKB word-sense-disambiguation to the algorithm, we construct and publish online the fuzzified version English WordNet (FWN), and apply them in a Sentiment Analysis problem.https://jemsc.qom.ac.ir/article_2794_3a3c843be5c84411a080b25ba4f7b029.pdffuzzy wordnetpossibility theorysentiment analysisuncertainty handling |
| spellingShingle | Yousef Alizadeh-Q Behrouz Minaei Bidgoli Sayyed Ali Hossayni Mohammad-R Akbarzadeh-T Diego Reforgiato Recupero Aldo Gangemi An Algorithm for Fuzzification of WordNets and its Application in Sentiment Analysis مدیریت مهندسی و رایانش نرم fuzzy wordnet possibility theory sentiment analysis uncertainty handling |
| title | An Algorithm for Fuzzification of WordNets and its Application in Sentiment Analysis |
| title_full | An Algorithm for Fuzzification of WordNets and its Application in Sentiment Analysis |
| title_fullStr | An Algorithm for Fuzzification of WordNets and its Application in Sentiment Analysis |
| title_full_unstemmed | An Algorithm for Fuzzification of WordNets and its Application in Sentiment Analysis |
| title_short | An Algorithm for Fuzzification of WordNets and its Application in Sentiment Analysis |
| title_sort | algorithm for fuzzification of wordnets and its application in sentiment analysis |
| topic | fuzzy wordnet possibility theory sentiment analysis uncertainty handling |
| url | https://jemsc.qom.ac.ir/article_2794_3a3c843be5c84411a080b25ba4f7b029.pdf |
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