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Enabling Efficient Real Time User Modeling in On-Line Campus

机译:在线校园中启用高效的实时用户建模

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User modelling in on-line distance learning is an important research field focusing on two important aspects: describing and predicting students' actions and intentions as well as adapting the learning process to students' features, habits, interests, preferences, and so on. The aim is to greatly stimulate and improve the learning experience. In this context, user modeling implies a constant processing and analysis of user interaction data during long-term learning activities, which produces large and considerably complex information. As a consequence, processing this information is costly and requires computational capacity beyond that of a single computer. In order to overcome this obstacle, in this paper we show how a parallel processing approach can considerably decrease the time of processing log data that come from on-line distance educational web-based systems. The results of our study show the feasibility of using Grid middleware to speed and scale up the processing of log data and thus achieving an efficient and dynamic user modeling in on-line distance learning.
机译:在线远程学习中的用户建模是一个重要的研究领域,专注于两个重要方面:描述和预测学生的行为和意图,以及将学习过程调整到学生的特征,习惯,兴趣,偏好等。目的是大大刺激和改善学习体验。在这种情况下,用户建模意味着在长期学习活动期间对用户交互数据的常量处理和分析,其产生大而相当复杂的信息。因此,处理此信息昂贵并且需要超出单个计算机的计算能力。为了克服这种障碍,在本文中,我们展示了并行处理方法如何显着降低从线距离教育网络的系统的处理日志数据的时间。我们的研究结果表明,使用网格中间件的可行性来速度和扩大日志数据的处理,从而实现了在线远程学习中的高效和动态用户建模。

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