论文信息 - WSRS: A Web Service Recommender System

WSRS: A Web Service Recommender System

Despite Web services widespread adoption, users still struggle with the problem of locating the Web services that best satisfy their needs and meet their requirements. Unfortunately, current Web services repositories suffer from various limitations, such as providing Web services to users regardless of these users’ past experiences and these Web services’ intrinsic characteristics like popularity and credibility. In this paper, we introduce a Web Service Recommender System that uses collaborative filtering, demographic filtering, and content-based filtering techniques to help facilitate the search of Web services. The WSRS system uses both users’ and Web services’ profile for the sake or recommending Web services.

[1] John Riedl,et al. Shilling recommender systems for fun and profit , 2004, WWW '04.

[2] E. Turban,et al. Electronic Commerce: A Managerial Perspective , 1999 .

[3] Yanchun Zhang,et al. Web Service Composition with Case-Based Reasoning , 2003, ADC.

[4] Douglas B. Terry,et al. Using collaborative filtering to weave an information tapestry , 1992, CACM.

[5] Robin D. Burke,et al. Hybrid Recommender Systems: Survey and Experiments , 2002, User Modeling and User-Adapted Interaction.

[6] Eleni Stroulia,et al. Semantic Structure Matching for Assessing Web-Service Similarity , 2003, ICSOC.

[7] David Heckerman,et al. Empirical Analysis of Predictive Algorithms for Collaborative Filtering , 1998, UAI.

[8] Michael J. Pazzani,et al. A Framework for Collaborative, Content-Based and Demographic Filtering , 1999, Artificial Intelligence Review.

[9] John Riedl,et al. GroupLens: an open architecture for collaborative filtering of netnews , 1994, CSCW '94.

[10] Thomi Pilioura,et al. An Overview of Standards and Related Technology in Web Services , 2002, Distributed and Parallel Databases.

[11] Liang-Jie Zhang,et al. XML-Based Advanced UDDI Search Mechanism for B2B Integration , 2002, Proceedings Fourth IEEE International Workshop on Advanced Issues of E-Commerce and Web-Based Information Systems (WECWIS 2002).

[12] Jonathan J. Oliver. Decision Graphs - An Extension of Decision Trees , 1993 .