Trust Networks for Recommender Systems: 4 (Atlantis Computational Intelligence Systems) - Softcover

Victor, Patricia; Cornelis, Chris; De Cock, Martine

 
9789491216398: Trust Networks for Recommender Systems: 4 (Atlantis Computational Intelligence Systems)
Softcover
ISBN 10: 9491216392 ISBN 13: 9789491216398
Verlag: Atlantis Press, 2013

Inhaltsangabe

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.

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Reseña del editor

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.

„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.

Verlag
Atlantis Press
Erscheinungsdatum
2013
Sprache
Englisch
ISBN 10 
9491216392
ISBN 13 
9789491216398
Einband
Tapa blanda
Anzahl der Seiten
220
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
CMN Printpool Inh. Mathis Neumann
https://www.also.com/ec/cms5/en_6000/6000/index.jsp

Friedrich-Karl-Str. 9
Hamburg
Deutschland

Weitere beliebte Ausgaben desselben Titels

9789491216077: Trust Networks for Recommender Systems (Atlantis Computational Intelligence Systems, 4, Band 4)

Vorgestellte Ausgabe

ISBN 10:  9491216074 ISBN 13:  9789491216077
Verlag: Atlantis Press, 2011
Hardcover