{"title":"使用经典机器学习方法的自然语言分类问题","authors":"G.B. Sologub, V.A. Pukhov","doi":"10.17759/mda.2023130203","DOIUrl":null,"url":null,"abstract":"<p>This article describes the problems of classical machine learning methods in natural language classification. One of these tasks is the classification of structural elements in school essays. On its example, the shortcomings of classical machine learning are considered in comparison with other, more complex algorithms.</p>","PeriodicalId":498071,"journal":{"name":"Modelirovanie i analiz dannyh","volume":"38 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Problems of Natural Language Classification Using Methods of Classical Machine Learning\",\"authors\":\"G.B. Sologub, V.A. Pukhov\",\"doi\":\"10.17759/mda.2023130203\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>This article describes the problems of classical machine learning methods in natural language classification. One of these tasks is the classification of structural elements in school essays. On its example, the shortcomings of classical machine learning are considered in comparison with other, more complex algorithms.</p>\",\"PeriodicalId\":498071,\"journal\":{\"name\":\"Modelirovanie i analiz dannyh\",\"volume\":\"38 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-06-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Modelirovanie i analiz dannyh\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.17759/mda.2023130203\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Modelirovanie i analiz dannyh","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.17759/mda.2023130203","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Problems of Natural Language Classification Using Methods of Classical Machine Learning
This article describes the problems of classical machine learning methods in natural language classification. One of these tasks is the classification of structural elements in school essays. On its example, the shortcomings of classical machine learning are considered in comparison with other, more complex algorithms.
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