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Trust-Based Personalized Service Recommendation: A Network Perspective 被引量:3

Trust-Based Personalized Service Recommendation: A Network Perspective
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摘要 Recent years have witnessed a growing trend of Web services on the Interact. There is a great need of effective service recommendation mechanisms. Existing methods mainly focus on the properties of individual Web services (e.g., func- tional and non-functional properties) but largely ignore users' views on services, thus failing to provide personalized service recommendations. In this paper, we study the trust relationships between users and Web services using network modeling and analysis techniques. Based on the findings and the service network model we build, we then propose a collaborative filtering algorithm called Trust-Based Service Recommendation (TSR) to provide personalized service recommendations. This systematic approach for service network modeling and analysis can also be used for other service recommendation studies. Recent years have witnessed a growing trend of Web services on the Interact. There is a great need of effective service recommendation mechanisms. Existing methods mainly focus on the properties of individual Web services (e.g., func- tional and non-functional properties) but largely ignore users' views on services, thus failing to provide personalized service recommendations. In this paper, we study the trust relationships between users and Web services using network modeling and analysis techniques. Based on the findings and the service network model we build, we then propose a collaborative filtering algorithm called Trust-Based Service Recommendation (TSR) to provide personalized service recommendations. This systematic approach for service network modeling and analysis can also be used for other service recommendation studies.
出处 《Journal of Computer Science & Technology》 SCIE EI CSCD 2014年第1期69-80,共12页 计算机科学技术学报(英文版)
基金 supported in part by the National Key Technology Research and Development Program of China under Grant No.2013BAD19B10 the National Natural Science Foundation of China under Grant No.61170033
关键词 personalized service recommendation trust network modeling and analysis collaborative filtering personalized service recommendation,trust,network modeling and analysis,collaborative filtering
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