English teaching system design based on ID3 algorithm and node optimization

Autor: Wangmeng Jiang, Qiang Ma
Jazyk: angličtina
Rok vydání: 2023
Předmět:
Zdroj: PeerJ Computer Science, Vol 9, p e1486 (2023)
Druh dokumentu: article
ISSN: 2376-5992
DOI: 10.7717/peerj-cs.1486
Popis: In order to optimize the integration of English multimedia resources and achieve the goal of sharing English teaching resources in education, this article reconstructs the traditional college English curriculum system. It divides professional English into learning modules according to different majors integrating public health teaching resources. How optimize the integration of English multimedia resources and achieving the goal of sharing English teaching resources (ETR) is the main direction of English teaching reform during the current COVID-19 pandemic. An English multimedia teaching resource-sharing platform is designed to extract feature items from multimedia teaching resources using the ID3 information gain method and construct a decision tree for resource push. In resource sharing, a structured peer-to-peer network is used to manage nodes, query location and share multimedia teaching resources. The optimal gateway node is selected by calculating the distance between each gateway node and the fixed node. Finally, a collaborative filtering (CF) algorithm recommends Multimedia ETR to different users. The simulation results show that the platform can improve the sharing speed and utilization rate of teaching resources, with maximum throughput reaching 12 Mb/s and achieve accurate recommendations of ETR.
Databáze: Directory of Open Access Journals