Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Handbook of software reliability engineering
Handbook of software reliability engineering
Matrix computations (3rd ed.)
Explaining collaborative filtering recommendations
CSCW '00 Proceedings of the 2000 ACM conference on Computer supported cooperative work
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Architecture-based approach to reliability assessment of software systems
Performance Evaluation
Software Fault Tolerance
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
A Unified Scheme of Some Nonhomogenous Poisson Process Models for Software Reliability Estimation
IEEE Transactions on Software Engineering
Scenario-Based Reliability Analysis of Component-Based Software
ISSRE '99 Proceedings of the 10th International Symposium on Software Reliability Engineering
Reliability Prediction and Sensitivity Analysis Based on Software Architecture
ISSRE '02 Proceedings of the 13th International Symposium on Software Reliability Engineering
Reliability prediction for component-based software architectures
Journal of Systems and Software - Special issue on: Software architecture - Engineering quality attributes
Probabilistic Memory-Based Collaborative Filtering
IEEE Transactions on Knowledge and Data Engineering
Latent semantic models for collaborative filtering
ACM Transactions on Information Systems (TOIS)
Scalable collaborative filtering using cluster-based smoothing
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
A Simulation Approach to Structure-Based Software Reliability Analysis
IEEE Transactions on Software Engineering
Fast maximum margin matrix factorization for collaborative prediction
ICML '05 Proceedings of the 22nd international conference on Machine learning
A Novel Method for Early Software Quality Prediction Based on Support Vector Machine
ISSRE '05 Proceedings of the 16th IEEE International Symposium on Software Reliability Engineering
Service-Oriented System Engineering: A New Paradigm
SOSE '05 Proceedings of the IEEE International Workshop
Publishing and composition of atomicity-equivalent services for B2B collaboration
Proceedings of the 28th international conference on Software engineering
Reliability Prediction for Service-Oriented Computing Environments
IEEE Internet Computing
Unifying user-based and item-based collaborative filtering approaches by similarity fusion
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Software Reliability Engineering: A Roadmap
FOSE '07 2007 Future of Software Engineering
Effective missing data prediction for collaborative filtering
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Early prediction of software component reliability
Proceedings of the 30th international conference on Software engineering
Formal verification of an automotive scenario in service-oriented computing
Proceedings of the 30th international conference on Software engineering
WS-AMUSE - web service architecture for multimedia services
Proceedings of the 30th international conference on Software engineering
Bayesian probabilistic matrix factorization using Markov chain Monte Carlo
Proceedings of the 25th international conference on Machine learning
Architectural-Level Risk Analysis Using UML
IEEE Transactions on Software Engineering
Tools and experiments supporting a testing-based theory of component composition
ACM Transactions on Software Engineering and Methodology (TOSEM)
SOA Test Governance: Enabling Service Integration Testing across Organization and Technology Borders
ICSTW '09 Proceedings of the IEEE International Conference on Software Testing, Verification, and Validation Workshops
Learning to recommend with social trust ensemble
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
WSRec: A Collaborative Filtering Based Web Service Recommender System
ICWS '09 Proceedings of the 2009 IEEE International Conference on Web Services
Architecture-based software reliability modeling
Journal of Systems and Software
CBSE'07 Proceedings of the 10th international conference on Component-based software engineering
Collaborative reliability prediction of service-oriented systems
Proceedings of the 32nd ACM/IEEE International Conference on Software Engineering - Volume 1
A Large-Scale Industrial Case Study on Architecture-Based Software Reliability Analysis
ISSRE '10 Proceedings of the 2010 IEEE 21st International Symposium on Software Reliability Engineering
QoS-Aware Web Service Recommendation by Collaborative Filtering
IEEE Transactions on Services Computing
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Reliability analysis of component-based systems with multiple failure modes
CBSE'10 Proceedings of the 13th international conference on Component-Based Software Engineering
Efficient QoS management for QoS-aware web service composition
International Journal of Web and Grid Services
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Service Oriented Architecture (SOA) is a business-centric IT architectural approach for building distributed systems. Reliability of service-oriented systems heavily depends on the remote Web services as well as the unpredictable Internet connections. Designing efficient and effective reliability prediction approaches of Web services has become an important research issue. In this article, we propose two personalized reliability prediction approaches of Web services, that is, neighborhood-based approach and model-based approach. The neighborhood-based approach employs past failure data of similar neighbors (either service users or Web services) to predict the Web service reliability. On the other hand, the model-based approach fits a factor model based on the available Web service failure data and use this factor model to make further reliability prediction. Extensive experiments are conducted with our real-world Web service datasets, which include about 23 millions invocation results on more than 3,000 real-world Web services. The experimental results show that our proposed reliability prediction approaches obtain better reliability prediction accuracy than other competing approaches.