书目名称 | Trust Networks for Recommender Systems |
编辑 | Patricia Victor,Chris Cornelis,Martine de Cock |
视频video | |
概述 | Includes the first in-depth investigation of the potential of distrust in the newly emerging domain of trust-enhanced recommendation.Puts the budding field of trust-enhanced recommender systems more p |
丛书名称 | Atlantis Computational Intelligence Systems |
图书封面 |  |
描述 | 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. |
出版日期 | Book 2011 |
关键词 | Artificial Intelligence; Fuzzy Logic; Recommender Systems; Trust Networks |
版次 | 1 |
doi | https://doi.org/10.2991/978-94-91216-08-4 |
isbn_softcover | 978-94-91216-39-8 |
isbn_ebook | 978-94-91216-08-4Series ISSN 1875-7650 Series E-ISSN 2215-1710 |
issn_series | 1875-7650 |
copyright | Atlantis Press 2011 |