Analysis of the methods of word sense disambiguation in the biomedical domain
A method for resolving the lexical ambiguity of biomedical terms has been proposed. The method is based on a comparison of «word bags» obtained from the context, definitions and information on related terms from the UMLS metathesaurus [1]. Modification of the method using the analysis of word import...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | Russian |
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Educational institution «Belarusian State University of Informatics and Radioelectronics»
2019-07-01
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| Series: | Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki |
| Subjects: | |
| Online Access: | https://doklady.bsuir.by/jour/article/view/1152 |
| _version_ | 1797881041334042624 |
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| author | A. V. Pashuk A. B. Gurinovich N. A. Volorova A. P. Kuznetsov |
| author_facet | A. V. Pashuk A. B. Gurinovich N. A. Volorova A. P. Kuznetsov |
| author_sort | A. V. Pashuk |
| collection | DOAJ |
| description | A method for resolving the lexical ambiguity of biomedical terms has been proposed. The method is based on a comparison of «word bags» obtained from the context, definitions and information on related terms from the UMLS metathesaurus [1]. Modification of the method using the analysis of word importance using the statistical measure TF-IDF has been proposed. Experimental verification of the method has been performed on the open test MSH WSD data set [2], developed to support research in the field of lexical resolution. |
| first_indexed | 2024-04-10T03:12:44Z |
| format | Article |
| id | doaj.art-d10f2035e1834b26bc2047b270a1d20c |
| institution | Directory Open Access Journal |
| issn | 1729-7648 |
| language | Russian |
| last_indexed | 2024-04-10T03:12:44Z |
| publishDate | 2019-07-01 |
| publisher | Educational institution «Belarusian State University of Informatics and Radioelectronics» |
| record_format | Article |
| series | Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki |
| spelling | doaj.art-d10f2035e1834b26bc2047b270a1d20c2023-03-13T07:33:19ZrusEducational institution «Belarusian State University of Informatics and Radioelectronics»Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki1729-76482019-07-0105606510.35596/1729-7648-2019-123-5-60-651151Analysis of the methods of word sense disambiguation in the biomedical domainA. V. Pashuk0A. B. Gurinovich1N. A. Volorova2A. P. Kuznetsov3Belarusian state university of informatics and radioelectronicsBelarusian state university of informatics and radioelectronicsBelarusian state university of informatics and radioelectronicsBelarusian state university of informatics and radioelectronicsA method for resolving the lexical ambiguity of biomedical terms has been proposed. The method is based on a comparison of «word bags» obtained from the context, definitions and information on related terms from the UMLS metathesaurus [1]. Modification of the method using the analysis of word importance using the statistical measure TF-IDF has been proposed. Experimental verification of the method has been performed on the open test MSH WSD data set [2], developed to support research in the field of lexical resolution.https://doklady.bsuir.by/jour/article/view/1152machine learningnatural language processingword sense disambiguationinformation retrieval |
| spellingShingle | A. V. Pashuk A. B. Gurinovich N. A. Volorova A. P. Kuznetsov Analysis of the methods of word sense disambiguation in the biomedical domain Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki machine learning natural language processing word sense disambiguation information retrieval |
| title | Analysis of the methods of word sense disambiguation in the biomedical domain |
| title_full | Analysis of the methods of word sense disambiguation in the biomedical domain |
| title_fullStr | Analysis of the methods of word sense disambiguation in the biomedical domain |
| title_full_unstemmed | Analysis of the methods of word sense disambiguation in the biomedical domain |
| title_short | Analysis of the methods of word sense disambiguation in the biomedical domain |
| title_sort | analysis of the methods of word sense disambiguation in the biomedical domain |
| topic | machine learning natural language processing word sense disambiguation information retrieval |
| url | https://doklady.bsuir.by/jour/article/view/1152 |
| work_keys_str_mv | AT avpashuk analysisofthemethodsofwordsensedisambiguationinthebiomedicaldomain AT abgurinovich analysisofthemethodsofwordsensedisambiguationinthebiomedicaldomain AT navolorova analysisofthemethodsofwordsensedisambiguationinthebiomedicaldomain AT apkuznetsov analysisofthemethodsofwordsensedisambiguationinthebiomedicaldomain |