Trust Networks for Recommender Systems

Trust Networks for Recommender Systems
Author :
Publisher : Springer Science & Business Media
Total Pages : 210
Release :
ISBN-10 : 9789491216084
ISBN-13 : 9491216082
Rating : 4/5 (082 Downloads)

Book Synopsis Trust Networks for Recommender Systems by : Patricia Victor

Download or read book Trust Networks for Recommender Systems written by Patricia Victor and published by Springer Science & Business Media. This book was released on 2011-05-03 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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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