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Learning User-Adapted Strategies in Conversational Recommender Systems


Marketed By :  VDM Verlag Dr. Müller   Sold By :  Kamal Books International  
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Rs. 5,886

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  • Product 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
SKU :COC46890
AuthorTariq Mahmood
Number of Pages224
Publishing Year2010-03-19T00:00:00.000
Edition1 st
Book TypeComputing & information technology
Country of ManufactureIndia
Product BrandVDM Verlag Dr. Müller
Product Packaging InfoBox
In The Box1 Piece
Product First Available On ClickOnCare.com2015-04-08 00:00:00
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