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Moreover, this study compares the methods of random forest, Bayesian network, decision tree, perceptron, K-nearest neighbor and multi-model fusion, and selects the best algorithm for diagnostic analysis. The diagnostic evaluation model of English studies constructed in this paper mainly evaluates and judges the errors in students\u2019 English learning. In addition, this study validates the methods proposed in this study through controlled experiments. The research results show that the method proposed in this study has a certain effect.<\/jats:p>","DOI":"10.3233\/jifs-189216","type":"journal-article","created":{"date-parts":[[2020,9,8]],"date-time":"2020-09-08T11:05:26Z","timestamp":1599563126000},"page":"2169-2179","source":"Crossref","is-referenced-by-count":10,"title":["Diagnostic evaluation model of English learning based on machine learning"],"prefix":"10.1177","volume":"40","author":[{"given":"Yuanyuan","family":"Chen","sequence":"first","affiliation":[{"name":"Huaxin College Of Hebei GEO University, Shijiazhuang, Hebei, China"}]},{"given":"Xuan","family":"Wang","sequence":"additional","affiliation":[{"name":"Huaxin College Of Hebei GEO University, Shijiazhuang, Hebei, China"}]},{"given":"Xiaohui","family":"Du","sequence":"additional","affiliation":[{"name":"Department of Tourism, College of Preschool Education, Hebei Normal University, Shijiazhuang, Hebei, China"}]}],"member":"179","reference":[{"issue":"5","key":"10.3233\/JIFS-189216_ref1","doi-asserted-by":"crossref","first-page":"82","DOI":"10.3991\/ijet.v12i05.6782","article-title":"College English Classroom Teaching Evaluation Based on Particle Swarm Optimization -Extreme Learning Machine Model","volume":"12","author":"Wang","year":"2017","journal-title":"International Journal of Emerging Technologies in Learning"},{"issue":"5","key":"10.3233\/JIFS-189216_ref2","doi-asserted-by":"crossref","first-page":"546","DOI":"10.12691\/education-5-5-11","article-title":"Teaching Evaluation by Teachers from Brazil and Portugal: A Comparative Analysis","volume":"5","author":"Linhares","year":"2017","journal-title":"American Journal of Educational Research"},{"issue":"3","key":"10.3233\/JIFS-189216_ref3","first-page":"43","article-title":"Analysis and Design of University Teaching Evaluation System Based on JSP Platform","volume":"7","author":"Huang","year":"2017","journal-title":"International Journal of Education & Management Engineering"},{"issue":"1","key":"10.3233\/JIFS-189216_ref4","doi-asserted-by":"crossref","first-page":"54","DOI":"10.7821\/naer.2015.1.106","article-title":"Questionnaire evaluating teaching competencies in the university environment. 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