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Un système de recherche d’information personnalisée basé sur la modélisation multidimensionnelle de l’utilisateur

Abstract : The web explosion has led Information Retrieval (IR) to be extended and web search engines emergence. The conventional IR methods, usually intended for simple textual searches, faced new documents types and rich and scalable contents. The users, facing these evolutions, ask more for IR systems search results quality. In this context, the personalization main objective is improving results returned to the end user based sing on its perception and its interests and preferences. This thesis context is concerned with these different aspects. Its main objective is to propose new and effective solutions to the personalization problem. To achieve this goal, a spatial and semantic web personalization system integrating implicit user modeling is proposed. This system has two components: 1/ user modeling; /2 implicit users' collaboration through the construction of a users' models network. A system prototype was developed for the evaluation purpose that contains: a) user model quality evaluation; b) information retrieval quality evaluation; c) information retrieval quality evaluation with the spatial user model data; d) information retrieval quality evaluation with the whole user model data and the users' models network. Experiments showed amelioration in the personalized search results compared to a baseline web search.
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https://tel.archives-ouvertes.fr/tel-00840224
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Submitted on : Tuesday, July 2, 2013 - 1:10:38 AM
Last modification on : Wednesday, October 28, 2020 - 1:08:02 PM
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Myriam Hadjouni Krir. Un système de recherche d’information personnalisée basé sur la modélisation multidimensionnelle de l’utilisateur. Autre [cs.OH]. Université Paris Sud - Paris XI; École Nationale des Sciences de l'Informatique (La Manouba, Tunisie), 2012. Français. ⟨NNT : 2012PA112164⟩. ⟨tel-00840224⟩

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