QoS Management of Service Computing and Cloud Computing

Dr. Zibin Zheng
zbzheng.jpg Zibin Zheng is a postdoctoral fellow at The Chinese University of Hong Kong. He received Outstanding Ph.D. Thesis Award of The Chinese University of Hong Kong at 2012, ACM SIGSOFT Distinguished Paper Award at ICSE2010, Best Student Paper Award at ICWS2010, and IBM Ph.D. Fellowship Award at 2010. He has published 1 book, 17 journal articles, and 34 conference papers. He served as PC chair of 2013 International Workshop on Cloud Service Discovery (CloudSD2013), Post and Demo Chair of the 14th ACM/IFIP/USENIX International Middleware Conference (middleware2013). He also served as PC member of CLOUD2009, SCC2011, SCC2012, ICSOC2012, ICWS2013, etc.


Yilei Zhang
ylzhang.jpg Yilei Zhang received his B.Sc. degree in Computer Science from the University of Science and Technology of China, Hefei, China, in 2009. He is currently a Ph.D. candidate in the department of Computer Science and Engineering, The Chinese University of Hong Kong. He served as reviewer for international journals as well as conferences, including TSE, TSC, WWW, KDD, SCC, etc. His research interests include service computing and cloud computing.




Jieming Zhu
Jieming Zhu received his B.Sc. degree in Telecommunication Engineering from Beijing University of Posts and Telecommunications, Beijing, China, in 2011. He is currently a Ph.D. candidate in the department of Computer Science and Engineering, The Chinese University of Hong Kong. He is currently a student member of IEEE. He served as an external reviewer for international conferences and journals including ISSRE, SCC, IJWSR, etc. His research interests include service computing, cloud computing, and machine learning techniques.

Project Introduction

Web services, including SOAP-based services and RESTFul services are becoming major techniques for building loosely-coupled distributed systems. Quality-of-Service (QoS) is usually employed for describing the non-functional characteristics of Web services and employed as an important differentiating point of different services. With the prevalence of service computing and cloud computing, more and more Web services are provided on the Internet, QoS management of Internet services is becoming more and more important. The research topics of this project include, but not limited to:

  • QoS evaluation of services
  • Personalized QoS prediction
  • QoS-aware service selection
  • Service recommendation techniques, e.g., collaborative filtering, matrix factorization, location-based recommendation, time-aware recommendation, etc.
  • QoS-aware service search, discovery, and ranking
  • QoS-aware fault tolerance for service computing and cloud computing
  • Big Data-as-a-Service and Service-generated Big Data
  • Crowdsourcing in service computing and cloud computing
  • Social network in service computing and cloud computing
  • Other interesting topics which employ DM/IR/ML techniques for solving important research problems in service computing and cloud computing.

Selected Papers

  1. QoS Management of Web Services”, Zibin Zheng and Michael R. Lyu, Springer, 2013. Book
  2. “Personalized Reliability Prediction of Web Services,” Zibin Zheng, and M.R. Lyu, ACM Transactions on Software Engineering and Methodology (TOSEM), vol. 22, no. 12, 2013, pp. 12:1-12:25. Paper
  3. QoS-Aware Web Service Recommendation by Collaborative Filtering,” Zibin Zheng, H. Ma, M.R. Lyu, and I. King, IEEE Transactions on Service Computing (TSC), vol. 4, no. 2, 2011, pp. 140-152. Paper
  4. “Investigating QoS of Real-World Web Services,” Zibin Zheng, Yilei Zhang, and M.R. Lyu, IEEE Transactions on Service Computing (TSC), accepted.
  5. QoS Ranking Prediction for Cloud Services,” Zibin Zheng, Xinmiao Wu, Yilei Zhang, M.R. Lyu, and Jianmin Wang, IEEE Transactions on Parallel and Distributed Systems (TPDS), vol.24, no.6, 2013, pp.1213-1222. Paper
  6. “Exploring Latent Features for Memory-Based QoS Prediction in Cloud Computing,” Yilei Zhang, Zibin Zheng, M.R. Lyu, in Proceedings of the 30th IEEE Symposium on Reliable Distributed Systems (SRDS 2011), Madrid, Spain, Oct. 4-7, 2011, pp. 1-10. Paper Presentation
  7. “WSP: A Network Coordinate based Web Service Positioning Framework for Response Time Prediction,” Jieming Zhu, Yu Kang, Zibin Zheng, and M.R. Lyu, in Proc. 10th IEEE International Conference on Web Services (ICWS 2012), Research Track, Hawaii, US, June 24-29, 2012, pp. 90-97. Paper Presentation
 
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