Trust Networks for Recommender Systems

Author:   Patricia Victor ,  Chris Cornelis ,  Martine De Cock
Publisher:   Atlantis Press (Zeger Karssen)
Edition:   2011 ed.
Volume:   4
ISBN:  

9789491216398


Pages:   202
Publication Date:   15 July 2013
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Trust Networks for Recommender Systems


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Overview

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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Author:   Patricia Victor ,  Chris Cornelis ,  Martine De Cock
Publisher:   Atlantis Press (Zeger Karssen)
Imprint:   Atlantis Press (Zeger Karssen)
Edition:   2011 ed.
Volume:   4
Dimensions:   Width: 15.50cm , Height: 1.30cm , Length: 23.50cm
Weight:   0.343kg
ISBN:  

9789491216398


ISBN 10:   9491216392
Pages:   202
Publication Date:   15 July 2013
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

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