Fusion, propagation, and structuring in belief networks
Artificial Intelligence
Evidential reasoning using stochastic simulation of causal models
Artificial Intelligence
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Communications of the ACM
Learning belief networks from data: an information theory based approach
CIKM '97 Proceedings of the sixth international conference on Information and knowledge management
The Semantics of Predicate Logic as a Programming Language
Journal of the ACM (JACM)
Simulation, verification and automated composition of web services
Proceedings of the 11th international conference on World Wide Web
Bringing Together Semantic Web and Web Services
ISWC '02 Proceedings of the First International Semantic Web Conference on The Semantic Web
Conversation specification: a new approach to design and analysis of e-service composition
WWW '03 Proceedings of the 12th international conference on World Wide Web
Declarative Composition and Peer-to-Peer Provisioning of Dynamic Web Services
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
A Web-Services Architecture for Efficient XML Data Exchange
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Tools for design of composite Web services
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Similarity search for web services
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
A survey on web services composition
International Journal of Web and Grid Services
Discovering semantic associations among Web services based on the qualitative probabilistic network
Expert Systems with Applications: An International Journal
Trustworthy Service Selection and Composition
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
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In this paper, a probabilistic graphical modeling approach for Web services is proposed, and the Web services Bayesian network (WSBN) is constructed by mining the historical invocations among them. Further, the semantic guidance to Web services composition is generated based on the Markov blanket and causality reasoning in the WSBN. Preliminary experiments and performance analysis show that our approach is effective and feasible.