Learning to recommend with trust and distrust relationships
Proceedings of the third ACM conference on Recommender systems
Collaborative reliability prediction of service-oriented systems
Proceedings of the 32nd ACM/IEEE International Conference on Software Engineering - Volume 1
An adaptive QoS-aware fault tolerance strategy for web services
Empirical Software Engineering
Collaborative filtering technique for web service recommendation based on user-operation combination
OTM'10 Proceedings of the 2010 international conference on On the move to meaningful internet systems - Volume Part I
Personalized context-aware QoS prediction for web services based on collaborative filtering
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
A novel prediction approach for trustworthy QoS of web services
Expert Systems with Applications: An International Journal
A recommender system based on historical usage data for web service discovery
Service Oriented Computing and Applications
A caching mechanism for QoS-aware service composition
Journal of Web Engineering
WSTRank: ranking tags to facilitate web service mining
ICSOC'12 Proceedings of the 10th international conference on Service-Oriented Computing
Personalised graph-based selection of web APIs
ISWC'12 Proceedings of the 11th international conference on The Semantic Web - Volume Part I
Personalized Reliability Prediction of Web Services
ACM Transactions on Software Engineering and Methodology (TOSEM)
Report on the international symposium on high confidence software (ISHCS 2011/2012)
ACM SIGSOFT Software Engineering Notes
Semantic content-based recommendation of software services using context
ACM Transactions on the Web (TWEB)
A Social-Aware Service Recommendation Approach for Mashup Creation
International Journal of Web Services Research
Temporal QoS-aware web service recommendation via non-negative tensor factorization
Proceedings of the 23rd international conference on World wide web
Colbar: A collaborative location-based regularization framework for QoS prediction
Information Sciences: an International Journal
QoS-aware service selection via collaborative QoS evaluation
World Wide Web
Context-Aware Service Ranking in Wireless Sensor Networks
Journal of Network and Systems Management
Multi-user web service selection based on multi-QoS prediction
Information Systems Frontiers
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As the abundance of Web services on the World Wide Web increase,designing effective approaches for Web service selection and recommendation has become more and more important. In this paper, we present WSRec, a Web service recommender system, to attack this crucial problem. WSRec includes a user-contribution mechanism for Web service QoS information collection and an effective and novel hybrid collaborative filtering algorithm for Web service QoS value prediction. WSRec is implemented by Java language and deployed to the real-world environment. To study the prediction performance, A total of 21,197 public Web services are obtained from the Internet and a large-scale real-world experiment is conducted, where more than 1.5 millions test results are collected from 150 service users in different countries on 100 publicly available Web services located all over the world. The comprehensive experimental analysis shows that WSRec achieves better prediction accuracy than other approaches.