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VDM Verlag Learning User-Adapted Strategies in Conversational Recommender Systems

Name: Learning User-Adapted Strategies in Conversational Recommender Systems
Brand: VDM Verlag
Price: 71.0 GBP
Availability: InStock

Computing & Internet

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Description

This book introduces, describes and validates a novel technology for Conversational Recommender Systems (CRSs). It is targeted for researchers, teachers and students related to the fields of Machine Learning and/or E-commerce. Specifically, CRSs are intelligent E-commerce applications that assist users by supporting an interactive recommendation process. To this end, CRSs employ some type of a recommendation strategy, i.e., a specification of the system behavior. Typically, this strategy is pre-determined in advance and hard-coded inside the system, thus making it possibly non-adapted to the dynamic needs of the users. The technology presented in this book allows CRSs to autonomously learn the optimal (best) strategy for a given recommendation context, from amongst a set of available ones. The optimal strategy is best adapted to the users' needs, and is learned using Reinforcement Learning techniques (a branch of Machine Learning). We have validated this technology through simulations as well as in an online evaluation involving several hundreds of real users. Our results justify the application of this technology in state-of-the-art E-commerce portals.

Product Specifications

Brand: VDM Verlag
Format: paperback
ASIN: 3639079795
Category: Books > Subjects > Computing & Internet
Domain: Amazon UK
Release Date: 19 March 2010
Listed Since: 23 March 2010

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It has never been this cheap. We have no record of a lower price.

VDM Verlag Learning User-Adapted Strategies in Conversational Recommender Systems

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