Recommender Systems for Information Providers Designing Customer Centric Paths to Information
题名:
Recommender Systems for Information Providers Designing Customer Centric Paths to Information
ISBN:
9783790821345
版:
1st ed. 2009.
PRODUCTION_INFO:
Heidelberg : Physica-Verlag HD : Imprint: Physica, 2009.
物理描述:
X, 158 p. 47 illus. online resource.
系列:
Contributions to Management Science,
内容:
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.
摘要:
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. .
附加团体著者:
语言:
英文