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victor patricia; cornelis chris; de cock martine - trust networks for recommender systems

Trust Networks for Recommender Systems

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Dettagli

Genere:Libro
Lingua: Inglese
Pubblicazione: 05/2011
Edizione: 2011





Trama

This book describes research performed in the context of trust/distrust propagation and aggregation, and their use in recommender systems. This is a hot research topic with important implications for various application areas. The main innovative contributions of the work are: -new bilattice-based model for trust and distrust, allowing for ignorance and inconsistency -proposals for various propagation and aggregation operators, including the analysis of mathematical properties -Evaluation of these operators on real data, including a discussion on the data sets and their characteristics. -A novel approach for identifying controversial items in a recommender system -An analysis on the utility of including distrust in recommender systems -Various approaches for trust based recommendations (a.o. base on collaborative filtering), an in depth experimental analysis, and proposal for a hybrid approach -Analysis of various user types in recommender systems to optimize bootstrapping of cold start users.










Altre Informazioni

ISBN:

9789491216077

Condizione: Nuovo
Collana: Atlantis Computational Intelligence Systems
Dimensioni: 235 x 155 mm
Formato: Copertina rigida
Illustration Notes:XIII, 202 p.
Pagine Arabe: 202
Pagine Romane: xiii


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