基于Web挖掘的个性化远程教育系统

Yuewu Dong, Jiangtao Li
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引用次数: 3

摘要

个性化远程教育系统应该能够发现学习者的个体差异,构建个性化的学习环境,满足学习者的个性化需求。本文所采用的Web挖掘技术旨在根据每个用户的个性特点为其提供个性化的界面和服务。本文提出了一种基于Web挖掘的个性化学习系统的功能体系结构,为学习者提供个性化的学习环境是一个重点。给出了该体系结构中Web挖掘的过程,主要包括四个步骤:(1)数据的收集,(2)数据的预处理,(3)数据的分析,(4)个性化输出的确定和生成。最后,我们将所提出的体系结构应用到一个典型的教育系统中,得到了满意的结果。
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Personalized distance education system based on Web mining
Personalized distance education system should be able to find the individual differences of learners and construct personalized learning environment to meet their individual needs. Web mining technology userd in this paper aims to provide for each user personalized interfaces and services according as their individual characteristics. In this paper, a functional architecture of a personalized learning system based on Web mining is proposed, and providing learner with a personalized learning environment is a focus. The process of Web mining in this architecture is given and mainly includes four steps: (1) the collection of data, (2) the pretreatment of data, (3) the analysis of data and (4) the determination and generation of personalized output. Finally, we apply the proposed architecture to a typical education system and get satisfactory results.
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