利用潜在语义分析实现个性化推荐系统

Quoc-Viet Dang
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引用次数: 4

摘要

本文介绍了一种基于潜在语义分析的自然语言处理系统的学生和教师推荐系统。这个推荐系统允许学生通过推荐获得进一步学习的即时帮助,否则可能会导致学生陷入困境,直到下一次讲座或与导师或助教会面才进一步进步。这个系统还可以提供学生的个人资料,供教师在与学生见面之前查阅。该系统的实施旨在简化接受帮助的过程,节省学生和教师的时间,同时鼓励与剩余和节省的时间进行更深入的概念讨论。
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Implementing an individualized recommendation system using latent semantic analysis
In this paper, a novel recommendation system for students and instructors is introduced utilizing a natural language processing system called Latent Semantic Analysis. This recommendation system allows students to get immediate help via recommendations for further studying which may otherwise cause students to get stuck and not progress further until the next lecture or meeting with an instructor or teaching assistant. This same system can also provide student profiles for instructors to review before meeting with a student. The implementation of system is aimed toward streamlining the process of receiving help, saving time for both students and instructors while encouraging deeper conceptual discussion with the remaining and saved time.
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