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A personalized English learning recommender system for ESL students

机译:面向ESL学生的个性化英语学习推荐系统

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摘要

This paper has developed an online personalized English learning recommender system capable of providing ESL students with reading lessons that suit their different interests and therefore increase the motivation to learn. The system, using content-based analysis, collaborative filtering, and data mining techniques, analyzes real students' reading data and generates recommender scores, based on which to help select appropriate lessons for respective students. Its performance having been tracked over a period of one year, this recommender system has proved to be very useful in heightening ESL learners' motivation and interest in reading.
机译:本文开发了一种在线个性化英语学习推荐系统,该系统可以为ESL学生提供适合他们不同兴趣的阅读课程,从而增加他们的学习动机。该系统使用基于内容的分析,协作过滤和数据挖掘技术,分析真实学生的阅读数据并生成推荐分数,以此为基础为每个学生选择合适的课程。该推荐系统在一年的时间里一直受到跟踪,事实证明,它对提高ESL学习者的阅读动机和兴趣非常有用。

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