A Systematic Analysis of Various Word Sense Disambiguation Approaches
The process of finding the correct sense of a word in context is known as word sense disambiguation (WSD). In the field of natural language processing, WSD has become a growing research area. Over the decades, so many researchers have proposed the many approaches to WSD. A development of this field...
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Ediciones Universidad de Salamanca
2024-12-01
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| Series: | Advances in Distributed Computing and Artificial Intelligence Journal |
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| Online Access: | https://revistas.usal.es/cinco/index.php/2255-2863/article/view/31602 |
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| author | Chandra Ganesh Sanjay K. Dwivedi Satya Bhushan Verma Manish Dixit |
| author_facet | Chandra Ganesh Sanjay K. Dwivedi Satya Bhushan Verma Manish Dixit |
| author_sort | Chandra Ganesh |
| collection | DOAJ |
| description | The process of finding the correct sense of a word in context is known as word sense disambiguation (WSD). In the field of natural language processing, WSD has become a growing research area. Over the decades, so many researchers have proposed the many approaches to WSD. A development of this field has created the significant impact on several Web-based applications such as information retrieval and information extraction. This paper contains the description of various approaches such as knowledge-based, supervised, unsupervised and semi-supervised. This paper also describes the various applications of WSD, such as information retrieval, machine translation, speech recognition, computational advertising, text processing, classification of documents and biometrics. |
| format | Article |
| id | doaj-art-2bbadd07f99c41f6a568ed804713f85d |
| institution | Kabale University |
| issn | 2255-2863 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | Ediciones Universidad de Salamanca |
| record_format | Article |
| series | Advances in Distributed Computing and Artificial Intelligence Journal |
| spelling | doaj-art-2bbadd07f99c41f6a568ed804713f85d2025-01-23T11:25:18ZengEdiciones Universidad de SalamancaAdvances in Distributed Computing and Artificial Intelligence Journal2255-28632024-12-0113e31602e3160210.14201/adcaij.3160237083A Systematic Analysis of Various Word Sense Disambiguation ApproachesChandra Ganesh0Sanjay K. Dwivedi1Satya Bhushan Verma2Manish Dixit3Department of Computer Science & Engineering, Madhav Institute of Technology & Science (Deemed University), Gwalior, M.P, IndiaDepartment of Computer Science, Babasaheb Bhimrao Ambedkar (A Central) University, Lucknow, UP, IndiaComputer Science & Engineering, Shri Ramswaroop Memorial University Lucknow Deva Road, Barabanki, India, 225003Department of Computer Science & Engineering, Madhav Institute of Technology & Science (Deemed University), Gwalior, M.P, IndiaThe process of finding the correct sense of a word in context is known as word sense disambiguation (WSD). In the field of natural language processing, WSD has become a growing research area. Over the decades, so many researchers have proposed the many approaches to WSD. A development of this field has created the significant impact on several Web-based applications such as information retrieval and information extraction. This paper contains the description of various approaches such as knowledge-based, supervised, unsupervised and semi-supervised. This paper also describes the various applications of WSD, such as information retrieval, machine translation, speech recognition, computational advertising, text processing, classification of documents and biometrics.https://revistas.usal.es/cinco/index.php/2255-2863/article/view/31602word sense disambiguationknowledge based approachsupervised approachunsupervised approach |
| spellingShingle | Chandra Ganesh Sanjay K. Dwivedi Satya Bhushan Verma Manish Dixit A Systematic Analysis of Various Word Sense Disambiguation Approaches Advances in Distributed Computing and Artificial Intelligence Journal word sense disambiguation knowledge based approach supervised approach unsupervised approach |
| title | A Systematic Analysis of Various Word Sense Disambiguation Approaches |
| title_full | A Systematic Analysis of Various Word Sense Disambiguation Approaches |
| title_fullStr | A Systematic Analysis of Various Word Sense Disambiguation Approaches |
| title_full_unstemmed | A Systematic Analysis of Various Word Sense Disambiguation Approaches |
| title_short | A Systematic Analysis of Various Word Sense Disambiguation Approaches |
| title_sort | systematic analysis of various word sense disambiguation approaches |
| topic | word sense disambiguation knowledge based approach supervised approach unsupervised approach |
| url | https://revistas.usal.es/cinco/index.php/2255-2863/article/view/31602 |
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