Recommender Systems for Information Providers

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Information providers are a very promising application area of recommender systems due to the general problem of assessing the quality of information products prior to the purchase. Recommender systems automatically generate product recommendations: customers profit from a faster finding of relevant products, stores profit from rising sales. All aspects of recommender systems are covered: the economic background, mechanism design, a survey of systems in the Internet, statistical methods and algorithms, service oriented architectures, user interfaces, as well as experiences and data from real-world applications. Specific solutions for areas with strong privacy concerns, scalability issues for large collections of products, as well as algorithms to lessen the cold-start problem for a faster return on investment of recommender projects are addressed. This book describes all steps it takes to design, implement, and successfully operate a recommender system for a specific information platform.


Inhalt
The Market of Scientific and Technical Information.- Classification and Mechanism Design of Recommender Systems.- A Survey of Recommender Systems at Major STI Providers.- Case Study: Explicit Recommender Services for Scientific Libraries.- General Concepts of Behavior-Based Recommender Services.- Algorithms for Behavior-Based Recommender Systems.- Case Study: Behavior-Based Recommender Services for Scientificc Libraries.- Visualizing and Exploring Information Spaces.- Discussion.

Weitere Informationen

  • Allgemeine Informationen
    • GTIN 09783790825787
    • Auflage Softcover reprint of hardcover 1st edition 2009
    • Sprache Englisch
    • Genre Allgemeines & Lexika
    • Lesemotiv Verstehen
    • Größe H235mm x B155mm x T10mm
    • Jahr 2010
    • EAN 9783790825787
    • Format Kartonierter Einband
    • ISBN 3790825786
    • Veröffentlichung 21.10.2010
    • Titel Recommender Systems for Information Providers
    • Autor Andreas W. Neumann
    • Untertitel Designing Customer Centric Paths to Information
    • Gewicht 265g
    • Herausgeber Physica-Verlag HD
    • Anzahl Seiten 168

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