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Trust Networks for Recommender Systems (Hardcover, Edition. ed.)
Loot Price: R1,547
Discovery Miles 15 470
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Trust Networks for Recommender Systems (Hardcover, Edition. ed.)
Series: Atlantis Computational Intelligence Systems, 4
Expected to ship within 10 - 15 working days
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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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