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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.
Produkteigenschaften
- Artikelnummer: 9789491216398
- Medium: Buch
- ISBN: 978-94-91216-39-8
- Verlag: Atlantis Press
- Erscheinungstermin: 15.07.2013
- Sprache(n): Englisch
- Auflage: 2011
- Serie: Atlantis Computational Intelligence Systems
- Produktform: Kartoniert, Previously published in hardcover
- Gewicht: 335 g
- Seiten: 202
- Format (B x H x T): 155 x 235 x 12 mm
- Ausgabetyp: Kein, Unbekannt
Themen
- Sozialwissenschaften
- Medien- und Kommunikationswissenschaften
- Kommunikationswissenschaften
- Digitale Medien, Internet, Telekommunikation
- Sozialwissenschaften
- Medien- und Kommunikationswissenschaften
- Kommunikationswissenschaften
- Digitale Medien, Internet, Telekommunikation