Data mining techniques for the study of online learning from an extended approach

IF 1.6 Q2 EDUCATION & EDUCATIONAL RESEARCH Multidisciplinary Journal for Education Social and Technological Sciences Pub Date : 2019-05-20 DOI:10.4995/MUSE.2019.11482
José Manuel Sánchez-Sordo
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引用次数: 7

Abstract

In the latest years information technologies have impacted society changing the way human beings learn, and because of that it is necessary to study the intimate relationship between humans and their technological tools. On this path the extended mind thesis posits human cognition as a process that occurs in conjunction between biological and non-biological components, furthermore Connectivism is stated as a learning theory for the digital age. Based on such approaches this work presents a summary of a research whose objective was to know how people extend their cognitive processes with the aim of learning through the internet. Methodologically, an artificial intelligence algorithm for supervised learning (J48) was used to analyze the data of 336 participants with the aim of obtaining classification rules (patterns) of internet use. Finally, the results show that people who report visiting specialized websites, read electronic books and take into account the spelling of the resources they are looking at on the internet are the ones with optimal strategies for learning online.
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数据挖掘技术对在线学习的一种扩展研究方法
近年来,信息技术已经影响了社会,改变了人类学习的方式,因此有必要研究人类与技术工具之间的亲密关系。在这条道路上,扩展思维理论假设人类认知是一个在生物和非生物成分之间共同发生的过程,此外,连接主义被认为是数字时代的一种学习理论。基于这些方法,本研究总结了一项研究,该研究的目的是了解人们如何以通过互联网学习为目的扩展他们的认知过程。在方法上,采用人工智能监督学习算法(J48)对336名参与者的数据进行分析,目的是获得互联网使用的分类规则(模式)。最后,研究结果表明,那些访问专业网站、阅读电子书并考虑他们在互联网上看到的资源的拼写的人是在线学习的最佳策略。
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来源期刊
自引率
27.30%
发文量
12
审稿时长
16 weeks
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