高等教育中的网络智能:商业智能技术在教育中的应用研究

Adriano Maia, Filipe Portela, M. Santos
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引用次数: 7

摘要

在过去的几年里,网络智能系统在教育中的应用一直在增长。在过去的十年里,关于这个主题的大量论文、学位论文和文章,证明了对这个主题研究的投入。本文的主要目的是更好地理解实施这种类型的系统的好处和缺点,以改善我们的学习和教学方式。考虑到这个主要目标,并考虑到对规范化数据库的简单分析是不够的,我们设计了一个Web智能系统(WIS)。这种类型的实现允许对大量数据(在本例中与教育相关)进行评估,在大多数情况下,这些数据存在很多不一致性,在这些系统提供的工具的帮助下,可以更容易地分析这些数据。本研究以日本明昊大学信息系统硕士课程Web编程专业的133名学生为样本进行。有了WIS,就有可能了解导致教育成功或保留的主要原因,如果这种类型的实施被学生很好地接受和使用,以及其他重要方面,这可以通过获得的结果来验证。该应用程序被访问了21349次,这意味着平均每个学生访问它143次。保留率为10.5%,这相当于总共有14名学生在课程中没有取得成功。平均有25名学生不上课,这与留级的主要原因有关。
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Web Intelligence in Higher Education: A Study on the Usage of Business Intelligence Techniques in Education
The usage of web intelligence systems in Education has been growing in the last years. The large amount of papers, dissertations and articles about this topic, created in the last decade, is a proof of the investment in the research of this theme. This paper has the main purpose of obtaining a better comprehension of the benefits and the disadvantages of implementing this type of systems to improve the way that we learn and teach. With this main goal in mind and considering that a simple analysis of a normalized database is not sufficient, a Web Intelligent System (WIS) was designed. This type of implementation allows the evaluation of large amounts of data (in this case related to Education), with a lot of incoherences, most of the time, which could be more easily analyzed with the help of the tools, supplied by these systems. This study was conducted with a sample of more than 133 students, that attended the course of Web Programming, in MiEGSI (master's degree in Information Systems) in University of Minho. With the WIS, it was possible to understand the main reasons that lead to success or retention in education, if this type of implementation was well accepted and used by the students, along with other important aspects, which can be verified by the results obtained. The application was accessed 21349 times, which means, in average, every student accessed it 143 times. The rate of retention is 10.5 % which corresponds to a total of 14 students that did not achieve success within the course. In average 25 students did not attend the classes, which links to the principal cause of retention.
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