Combined Method of Text Classification
A subject of this article is a method of classification of texts in Russian, which integrates the algorithms of frequential, morphological and intellectual data mining. The article proposes a procedure for the classification of texts with the use of frequential indices and regression trees. The resu...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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FRUCT
2017-04-01
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| Series: | Proceedings of the XXth Conference of Open Innovations Association FRUCT |
| Subjects: | |
| Online Access: | https://fruct.org/publications/abstract20/files/Oso.pdf |
| _version_ | 1818294111415828480 |
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| author | Alexander Osochkin Vladimir Fomin Alexsander Flegontov |
| author_facet | Alexander Osochkin Vladimir Fomin Alexsander Flegontov |
| author_sort | Alexander Osochkin |
| collection | DOAJ |
| description | A subject of this article is a method of classification of texts in Russian, which integrates the algorithms of frequential, morphological and intellectual data mining. The article proposes a procedure for the classification of texts with the use of frequential indices and regression trees. The results of experiments are presented showing an application of the method for recognition of individual writing styles and functional styles of articles and other publications. |
| first_indexed | 2024-12-13T03:26:33Z |
| format | Article |
| id | doaj.art-9149a03a783c4489b9d65051d8362a1b |
| institution | Directory Open Access Journal |
| issn | 2305-7254 2343-0737 |
| language | English |
| last_indexed | 2024-12-13T03:26:33Z |
| publishDate | 2017-04-01 |
| publisher | FRUCT |
| record_format | Article |
| series | Proceedings of the XXth Conference of Open Innovations Association FRUCT |
| spelling | doaj.art-9149a03a783c4489b9d65051d8362a1b2022-12-22T00:01:16ZengFRUCTProceedings of the XXth Conference of Open Innovations Association FRUCT2305-72542343-07372017-04-0177620663670Combined Method of Text ClassificationAlexander Osochkin0Vladimir Fomin1Alexsander Flegontov2The Herzen State Pedagogical University of Russia, St.Peterburg, RussiaThe Herzen State Pedagogical University of Russia, St.Peterburg, RussiaThe Herzen State Pedagogical University of Russia, St.Peterburg, RussiaA subject of this article is a method of classification of texts in Russian, which integrates the algorithms of frequential, morphological and intellectual data mining. The article proposes a procedure for the classification of texts with the use of frequential indices and regression trees. The results of experiments are presented showing an application of the method for recognition of individual writing styles and functional styles of articles and other publications.https://fruct.org/publications/abstract20/files/Oso.pdfData miningText classificationNature language |
| spellingShingle | Alexander Osochkin Vladimir Fomin Alexsander Flegontov Combined Method of Text Classification Proceedings of the XXth Conference of Open Innovations Association FRUCT Data mining Text classification Nature language |
| title | Combined Method of Text Classification |
| title_full | Combined Method of Text Classification |
| title_fullStr | Combined Method of Text Classification |
| title_full_unstemmed | Combined Method of Text Classification |
| title_short | Combined Method of Text Classification |
| title_sort | combined method of text classification |
| topic | Data mining Text classification Nature language |
| url | https://fruct.org/publications/abstract20/files/Oso.pdf |
| work_keys_str_mv | AT alexanderosochkin combinedmethodoftextclassification AT vladimirfomin combinedmethodoftextclassification AT alexsanderflegontov combinedmethodoftextclassification |