Trust Networks for Recommender Systems

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 m...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς: Victor, Patricia (Συγγραφέας), Cornelis, Chris (Συγγραφέας), de Cock, Martine (Συγγραφέας)
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Paris : Atlantis Press, 2011.
Σειρά:Atlantis Computational Intelligence Systems, 4
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
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100 1 |a Victor, Patricia.  |e author. 
245 1 0 |a Trust Networks for Recommender Systems  |h [electronic resource] /  |c by Patricia Victor, Chris Cornelis, Martine de Cock. 
264 1 |a Paris :  |b Atlantis Press,  |c 2011. 
300 |a XIII, 202 p.  |b online resource. 
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490 1 |a Atlantis Computational Intelligence Systems,  |x 1875-7650 ;  |v 4 
520 |a 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. 
650 0 |a Computer science. 
650 0 |a Logic design. 
650 0 |a Artificial intelligence. 
650 1 4 |a Computer Science. 
650 2 4 |a Artificial Intelligence (incl. Robotics). 
650 2 4 |a Logic Design. 
700 1 |a Cornelis, Chris.  |e author. 
700 1 |a de Cock, Martine.  |e author. 
710 2 |a SpringerLink (Online service) 
773 0 |t Springer eBooks 
776 0 8 |i Printed edition:  |z 9789491216077 
830 0 |a Atlantis Computational Intelligence Systems,  |x 1875-7650 ;  |v 4 
856 4 0 |u http://dx.doi.org/10.2991/978-94-91216-08-4  |z Full Text via HEAL-Link 
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