Provision of personalized recommendations to users requires accurate modeling of their interests and needs. This book presents a general framework and specific methodologies for enhancing the accuracy of user modeling in recommender systems by importing and integrating data collected by other recommender systems. Such a process is defined as the mediation of user models and user modeling data. This book discusses the details of the generic user modeling mediation framework, provides a user modeling data representation model, demonstrates the compatibility of the model with existing recommendation techniques, and discusses the general steps of the mediation. Then, the mediation framework is applied and illustrated with two practical mediation scenarios: cross-technique mediation and cross-domain mediation. Empirical evaluation of these scenarios shows that the mediation of user modeling data is practical and beneficial, as it allows upgrading the quality of the recommendations provided to the users.
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Kartoniert / Broschiert. Zustand: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Berkovsky ShlomoShlomo Berkovsky received his PhD degree from the University ofnHaifa, Israel. Currently, he is a Research Team Leader at thenCSIRO Information and Communication Technologies Centre innHobart, Australia. His research . Bestandsnummer des Verkäufers 4962008
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Taschenbuch. Zustand: Neu. Mediation of User Models | for Enhanced Personalization in Recommender Systems | Shlomo Berkovsky | Taschenbuch | Englisch | VDM Verlag Dr. Müller | EAN 9783639150995 | Verantwortliche Person für die EU: preigu GmbH & Co. KG, Lengericher Landstr. 19, 49078 Osnabrück, mail[at]preigu[dot]de | Anbieter: preigu. Bestandsnummer des Verkäufers 101563421
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Taschenbuch. Zustand: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Provision of personalized recommendations to usersrequires accurate modeling of their interests andneeds. This book presents a general framework andspecific methodologies for enhancing the accuracy ofuser modeling in recommender systems by importing andintegrating data collected by other recommendersystems. Such a process is defined as the mediationof user models and user modeling data. This bookdiscusses the details of the generic user modelingmediation framework, provides a user modeling datarepresentation model, demonstrates the compatibilityof the model with existing recommendation techniques,and discusses the general steps of the mediation.Then, the mediation framework is applied andillustrated with two practical mediation scenarios:cross-technique mediation and cross-domainmediation. Empirical evaluation of these scenariosshows that the mediation of user modeling data ispractical and beneficial, as it allows upgrading thequality of the recommendations provided to the users. Bestandsnummer des Verkäufers 9783639150995
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