Automatic Identification of Domain Terms: An Approach for Italian
The problem of creating a fully automated specific-domain thesaurus is very topical. The paper presents a novel method to address this problem in the Italian language. The main feature of this approach is the integration of different methods: machine learning classification methods working on the se...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Bulgarian Academy of Sciences, Institute of Mathematics and Informatics
2020-09-01
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| Series: | Digital Presentation and Preservation of Cultural and Scientific Heritage |
| Subjects: | |
| Online Access: | https://dipp.math.bas.bg/dipp/article/view/121 |
| _version_ | 1811257559352344576 |
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| author | Maria Teresa Artese Isabella Gagliardi |
| author_facet | Maria Teresa Artese Isabella Gagliardi |
| author_sort | Maria Teresa Artese |
| collection | DOAJ |
| description | The problem of creating a fully automated specific-domain thesaurus is very topical. The paper presents a novel method to address this problem in the
Italian language. The main feature of this approach is the integration of different methods: machine learning classification methods working on the semantic representation of candidate terms, word embeddings models, able to capture the semantics of words, and a computation of the degree of specialization of a term.
The work is in progress and results obtained so far are promising. |
| first_indexed | 2024-04-12T17:59:22Z |
| format | Article |
| id | doaj.art-85f9a4e49d2d456f8878e7251b469494 |
| institution | Directory Open Access Journal |
| issn | 1314-4006 2535-0366 |
| language | English |
| last_indexed | 2024-04-12T17:59:22Z |
| publishDate | 2020-09-01 |
| publisher | Bulgarian Academy of Sciences, Institute of Mathematics and Informatics |
| record_format | Article |
| series | Digital Presentation and Preservation of Cultural and Scientific Heritage |
| spelling | doaj.art-85f9a4e49d2d456f8878e7251b4694942022-12-22T03:22:14ZengBulgarian Academy of Sciences, Institute of Mathematics and InformaticsDigital Presentation and Preservation of Cultural and Scientific Heritage1314-40062535-03662020-09-011010.55630/dipp.2020.10.21Automatic Identification of Domain Terms: An Approach for ItalianMaria Teresa Artese0Isabella Gagliardi1IMATI – CNR, Via Bassini 15, 20133, Milan, ItalyIMATI – CNR, Via Bassini 15, 20133, Milan, ItalyThe problem of creating a fully automated specific-domain thesaurus is very topical. The paper presents a novel method to address this problem in the Italian language. The main feature of this approach is the integration of different methods: machine learning classification methods working on the semantic representation of candidate terms, word embeddings models, able to capture the semantics of words, and a computation of the degree of specialization of a term. The work is in progress and results obtained so far are promising.https://dipp.math.bas.bg/dipp/article/view/121Classification MethodsWord Embedding ModelsProbabilityFoodItalian Language |
| spellingShingle | Maria Teresa Artese Isabella Gagliardi Automatic Identification of Domain Terms: An Approach for Italian Digital Presentation and Preservation of Cultural and Scientific Heritage Classification Methods Word Embedding Models Probability Food Italian Language |
| title | Automatic Identification of Domain Terms: An Approach for Italian |
| title_full | Automatic Identification of Domain Terms: An Approach for Italian |
| title_fullStr | Automatic Identification of Domain Terms: An Approach for Italian |
| title_full_unstemmed | Automatic Identification of Domain Terms: An Approach for Italian |
| title_short | Automatic Identification of Domain Terms: An Approach for Italian |
| title_sort | automatic identification of domain terms an approach for italian |
| topic | Classification Methods Word Embedding Models Probability Food Italian Language |
| url | https://dipp.math.bas.bg/dipp/article/view/121 |
| work_keys_str_mv | AT mariateresaartese automaticidentificationofdomaintermsanapproachforitalian AT isabellagagliardi automaticidentificationofdomaintermsanapproachforitalian |