Towards Tabbing Aware Recommendations

Geoffray Bonnin 1 Armelle Brun 1 Anne Boyer 1
1 KIWI - Knowledge Information and Web Intelligence
LORIA - Laboratoire Lorrain de Recherche en Informatique et ses Applications
Abstract : Present-day web browsers possess several features that facilitate browsing tasks. Among these features, one of the most useful is the possibility of using tabs. Nowadays, it is very common for web users to use several tabs and to switch from one to another while navigating. Taking into account parallel browsing is thus becoming very important in the frame of web usage mining. Although many studies about web users' navigational behavior have been conducted, few of these studies deal with parallel browsing. This paper is dedicated to such a study. Taking into account parallel browsing involves to have some information about when tab switches are performed in user sessions. However, current browsers do not allow to explicitly acquire such an information, and the data available for web usage mining is usually made of raw navigation logs in which parallel sessions are mixed. Therefore, we propose to get this information in an implicit way. We thus propose the TABAKO model, which is able to detect tab switches in raw navigation logs and to benefit from such a knowledge in order to improve the quality of web recommendations. Experimental studies are performed on an open browsing dataset. Results validate the ability of our algorithm to detect parallel sessions, and to exploit them to enhance the results compared to a state-of-the-art recommendation model.
Type de document :
Communication dans un congrès
International Conference on Intelligent Interactive Technologies and Multimedia - IITM 2010, Dec 2010, Allahabad, India. 2010
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https://hal.inria.fr/inria-00545454
Contributeur : Geoffray Bonnin <>
Soumis le : vendredi 10 décembre 2010 - 11:42:53
Dernière modification le : jeudi 11 janvier 2018 - 06:22:10

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  • HAL Id : inria-00545454, version 1

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Geoffray Bonnin, Armelle Brun, Anne Boyer. Towards Tabbing Aware Recommendations. International Conference on Intelligent Interactive Technologies and Multimedia - IITM 2010, Dec 2010, Allahabad, India. 2010. 〈inria-00545454〉

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