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Enabling efficient real time user modeling in on-line campus

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10.1007/978-3-540-73078-1_46
 
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Caballé Llobet, Santiago
Xhafa Xhafa, FatosMés informacióMés informacióMés informació
Daradoumis, Thanasis
Fernandez Correa, Raul
Document typeConference report
Defense date2007
PublisherSpringer
Rights accessOpen Access
All rights reserved. This work is protected by the corresponding intellectual and industrial property rights. Without prejudice to any existing legal exemptions, reproduction, distribution, public communication or transformation of this work are prohibited without permission of the copyright holder
Abstract
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.
CitationCaballé, S., Xhafa, F., Daradoumis, T., Fernández, R. Enabling efficient real time user modeling in on-line campus. A: International Conference on User Modelling. "User Modeling 2007, 11th International Conference, UM 2007: Corfu, Greece, July 25-29, 2007: proceedings". Berlín: Springer, 2007, p. 365-369. 
URIhttp://hdl.handle.net/2117/119630
DOI10.1007/978-3-540-73078-1_46
ISBN978-3-540-73078-1
Publisher versionhttps://link.springer.com/chapter/10.1007/978-3-540-73078-1_46
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  • Departament de Ciències de la Computació - Ponències/Comunicacions de congressos [1.219]
  • ALBCOM - Algorismia, Bioinformàtica, Complexitat i Mètodes Formals - Ponències/Comunicacions de congressos [319]
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