Collaborative reliability prediction of service-oriented systems
By Zibin Zheng, Michael R. Lyu. 2010 ACM/IEEE 32nd International Conference on Software Engineering, 2010
298 citations recorded by the source corpus.
Service-oriented architecture (SOA) is becoming a major software framework for building complex distributed systems. Reliability of the service-oriented systems heavily depends on the remote Web services as well as the unpredictable Internet. Designing effective and accurate reliability prediction approaches for the service-oriented systems has become an important research issue. In this paper, we propose a collaborative reliability prediction approach, which employs the past failure data of other similar users to predict the Web service reliability for the current user, without requiring real-world Web service invocations. We also present a user-collaborative failure data sharing mechanism and a reliability composition model for the service-oriented systems. Large-scale real-world experiments are conducted and the experimental results show that our collaborative reliability prediction approach obtains better reliability prediction accuracy than other approaches.
Subfields: Computer Networks and Communications, Information Systems, Software
View Paper: https://www.semanticscholar.org/paper/3acdce3baa47c6296e7730730c1170b56fb31133
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In Computer Networks and Communications
In Information Systems
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Citations in the corpus
- Distributed QoS Evaluation for Real-World Web Services (2010, background): “In the field of service computing [17], a lot of QoS driven approaches have been proposed for Web service selection [8, 4, 5, 15], optimal service composition [2, 3, 5, 16], fault tolerant Web services [7, 19], Web service recommendation [21], Web service reliability prediction [20], and so on.”