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Trust Networks for Recommender Systems

Produktform: Buch / Einband - fest (Hardcover)

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.weiterlesen

Dieser Artikel gehört zu den folgenden Serien

Sprache(n): Englisch

ISBN: 978- / 978-9491216077 / 9789491216077

Verlag: Atlantis Press

Erscheinungsdatum: 08.05.2011

Seiten: 202

Auflage: 1

Zielgruppe: Research

Autor(en): Chris Cornelis, Martine De Cock, Patricia Victor

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