Trust Networks for Recommender Systems von Patricia Victor | ISBN 9789491216084

Trust Networks for Recommender Systems

von Patricia Victor, Chris Cornelis und Martine De Cock
Mitwirkende
Autor / AutorinPatricia Victor
Autor / AutorinChris Cornelis
Autor / AutorinMartine De Cock
Buchcover Trust Networks for Recommender Systems | Patricia Victor | EAN 9789491216084 | ISBN 94-91216-08-2 | ISBN 978-94-91216-08-4

Trust Networks for Recommender Systems

von Patricia Victor, Chris Cornelis und Martine De Cock
Mitwirkende
Autor / AutorinPatricia Victor
Autor / AutorinChris Cornelis
Autor / AutorinMartine De Cock
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.