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Trust Networks for Recommender Systems

  • Patricia Victor
  • Chris Cornelis
  • Martine de Cock

Part of the Atlantis Computational Intelligence Systems book series (ATLANTISCIS, volume 4)

Table of contents

  1. Front Matter
    Pages i-xiii
  2. Patricia Victor, Chris Cornelis, Martine de Cock
    Pages 1-7
  3. Patricia Victor, Chris Cornelis, Martine de Cock
    Pages 9-22
  4. Patricia Victor, Chris Cornelis, Martine de Cock
    Pages 23-50
  5. Patricia Victor, Chris Cornelis, Martine de Cock
    Pages 51-90
  6. Patricia Victor, Chris Cornelis, Martine de Cock
    Pages 91-107
  7. Patricia Victor, Chris Cornelis, Martine de Cock
    Pages 109-153
  8. Patricia Victor, Chris Cornelis, Martine de Cock
    Pages 155-187
  9. Patricia Victor, Chris Cornelis, Martine de Cock
    Pages 189-191
  10. Back Matter
    Pages 193-202

About this book

Introduction

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.

Keywords

Artificial Intelligence Fuzzy Logic Recommender Systems Trust Networks

Authors and affiliations

  • Patricia Victor
    • 1
  • Chris Cornelis
    • 2
  • Martine de Cock
    • 3
  1. 1., Dept. of Applied Mathematics and ComputeUniversity of GentGentBelgium
  2. 2., Department of Applied Mathematics andGhent UniversityGentBelgium
  3. 3., Dept. of Applied Mathematics and ComputeUniversity of GentGentBelgium

Bibliographic information

  • DOI https://doi.org/10.2991/978-94-91216-08-4
  • Copyright Information Atlantis Press 2011
  • Publisher Name Atlantis Press
  • eBook Packages Computer Science
  • Print ISBN 978-94-91216-07-7
  • Online ISBN 978-94-91216-08-4
  • Series Print ISSN 1875-7650
  • Buy this book on publisher's site
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