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Moreover, this study proposes a stemming extraction algorithm and a syllable division algorithm based on English characteristic rules. By studying basic phrases in English, this study analyzes the compositional structure of phrases, and determines the basic phrase structure and composition rules of English such as noun, verb, and adjective. In addition, this research studies the basic English phrase recognition algorithm based on the rule method and the analysis of basic phrase ambiguity resolution. Finally, this study designs a control experiment to analyze the performance of the algorithm proposed in this paper model and confirm the classification algorithm. The research results show that the algorithm proposed in this paper has a certain practical effect.<\/jats:p>","DOI":"10.3233\/jifs-189236","type":"journal-article","created":{"date-parts":[[2020,9,8]],"date-time":"2020-09-08T10:07:45Z","timestamp":1599559665000},"page":"2409-2419","source":"Crossref","is-referenced-by-count":9,"title":["Simulation of English part-of-speech recognition based on machine learning prediction algorithm"],"prefix":"10.1177","volume":"40","author":[{"given":"Pan","family":"Lanlan","sequence":"first","affiliation":[{"name":"School of Public Foundation, Jiangsu Vocational College of Medicine, Yancheng, Jiangsu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hu","family":"Liangyu","sequence":"additional","affiliation":[{"name":"School of Public Foundation, Jiangsu Vocational College of Medicine, Yancheng, Jiangsu, 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