Application of English education information management system based on convolution neural network classification algorithm

Author:

Zhao Shubo1ORCID,Su Zheqian2ORCID,Miao Guoxin1ORCID

Affiliation:

1. College of Foreign Language Teaching and Research Institute, Jilin University of Finance and Economics, Changchun, China

2. Foreign Language Department, Changchun University of Chinese Medicine, Changchun, China

Abstract

In order to improve the convenience of English education management and improve the quality of teaching, this paper proposes the application of English education information management system based on convolution neural network classification algorithm. Specifically, it relies on spark cloud technology and data mining technology of cash to build an English education information management system. Secondly, in the educational information management platform, convolution neural network classification algorithm is used to mine useful information. Convolution network mainly combines the emotional words, parts of speech, degree adverbs, negatives, punctuation and other word features that affect the emotional tendency of the text to form an extended text feature. Then, the word vector feature and the extended text feature are used as two input channels of convolution neural network, and the dynamic K-max pooling strategy is adopted to improve the ability of feature extraction of the model. The experiment in the English education information management system shows that the classification performance of the algorithm in this paper is not only higher than that of the single channel convolution neural network algorithm, but also has some advantages compared with some representative algorithms. In addition, experiments verify the effectiveness of the educational information management system.

Funder

2019 Social Science Foundation Project of Jilin province “Research on English Learning Ability Cultivation of College Students in Jilin Province”

“Apricot Woods Scholar Project” 2019 -- Young Scientist Project in Changchun University of Chinese Medicine

“Investigation and Countermeasure Research on Language Service Problems of Enterprises in Jilin Province Under the Background of Going Abroad”

President’s Fund Project of Jilin University of Finance and Economics: “Research on the Integration of Information Technology and Foreign Language Teaching”

The Higher Education Scientific Research Project of Jilin Province in 2019 (Health Education for Teachers and Students):

2019 Jilin Social Science Fund Project: Jilin Province Traditional Chinese medicine cultural identity survey and Promotion Path Research

The Higher Education Scientific Research Project of Jilin Province in 2020 “Research on information resources transformation of foreign language teachers in colleges and universities”

“A study on the effectiveness of the ‘online + offline’ blended teaching model -- a case study of college English”

Educational Science Planning Project of Jilin Province “A Study on the Construction of College English Wisdom Classroom”

Publisher

SAGE Publications

Subject

Electrical and Electronic Engineering,Education

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