CoSL: A coordinated statistical learning approach to measuring the capacity of multi-tier websites

IPDPS Miami 2008 - Proceedings of the 22nd IEEE International Parallel and Distributed Processing Symposium, Program and CD-ROM

Volumn , Issue , 2008, Pages

  Rao, Jia ^a   Xu, Cheng Zhong ^a  

^a Wayne State University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; BAYESIAN NETWORKS; COMPUTER NETWORKS; CONTROL THEORY; DATA STORAGE EQUIPMENT; DECISION MAKING; DECISION THEORY; DECISION TREES; DISTRIBUTED PARAMETER NETWORKS; INFERENCE ENGINES; LEARNING ALGORITHMS; LEARNING SYSTEMS; MATHEMATICAL MODELS; ROBUST CONTROL; STATISTICAL METHODS; WORLD WIDE WEB;

PARALLEL AND DISTRIBUTED PROCESSING; WEB SITES;

ACCESS CONTROL;

EID: 51049099992     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IPDPS.2008.4536232     Document Type: Conference Paper

References (23)

1. G. Banga and P. Druschel. Measuring the capacity of a web server. In Proceedings of USENIX Symposium on Internet Technologies and Systems(USITS), 1997.
2. H. Chen and P. Mohapatra. Session-based overload control in qos-aware web servers. In Proceedings of INFOCOM, 2002.
3. X. Chen, P. Mohapatra, and H. Chen. An admission control scheme for predictable server response time for web accesses. In Proceedings of international conference on World Wide Web(WWW), pages 545-554, 2001.
4. L. Cherkasova and P. Phaal. Session based admission control: a mechanism for improving the performance of an overloaded web server. Technical Report HPL-98-119, HP Labs, 1998.
5. L. Cherkasova and L. Staley. Measuring the capacity of a streaming media server in a utility data center environment. In ACM Multimedia, pages 299-302, 2002.
6. I. Cohen, J. S. Chase, M. Goldszmidt, T. Kelly, and J. Symons. Correlating instrumentation data to system states: A building block for automated diagnosis and control. In Proceedings of Symposium on Operating Systems Design and Implementation(OSDI), pages 231-244, 2004.
7. I. Cohen, S. Zhang, M. Goldszmidt, J. Symons, T. Kelly, and A. Fox. Capturing, indexing, clustering, and retrieving system history. In Proceedings of ACM Symposium on Operating Systems Principles(SOSP), pages 105-118, 2005.
8. Y. Diao, N. Gandhi, J. L. H. S. Parekh, and D. M. Tilbury. Using mimo feedback control to enforce policies for interrelated metrics with application to the apache web server. In Proceedings of Network Operations and Management Symposium(NOMS), pages 219-234, 2002.
9. S. Elnikety, E. M. Nahum, J. M. Tracey, and W. Zwaenepoel. A method for transparent admission control and request scheduling in e-commerce web sites. In Proceedings of international conference on World Wide Web(WWW), pages 276-286, 2004.
10. N. Friedman, D. Geiger, and M. Goldszmidt. Bayesian network classifiers. Machine Learning, 29(2-3):131-163, 1997.
11. D. Heckerman, D. Geiger, and D. Chickering. Learning bayesian networks: The combination of knowledge and statistical data. Machine Learning, 20(2):197-243, 1995.
12. H.-U. Heiss and R. Wagner. Adaptive load control in transaction processing systems. In Proceedings of International Conference on Very Large Data Bases(VLDB). Morgan Kaufmann, pages 47-54, 1991.
13. R. Iyer, V. Tewari, and K. Kant. Overload control mechanisms for web servers. In Proc. of Workshop on Performance and QoS of Next Generation Networks, 2000.
14. J.M.Blanquer, A.Batchelli, K.Schauser, and R.Wolsk. Quorum: Flexible quality of service for internet services. In G. M. Lohman, A. Sernadas, and R. Camps, editors, Symposium on Networked Systems Design and Implementation (NSDI), 2005.
15. A. Kamra, V. Misra, and E. M. Nahum. Yaksha: a self-tuning controller for managing the performance of 3-tiered web sites. In Proceedings of International Workshop on Quality of Service(IWQoS), pages 47-56, 2004.
16. J. C. Mogul. Emergent(mis) behavior vs. complex software systems. In ACMSIGOPS Operating System Review, 2006.
17. J. Pearl. Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. Morgan Kaufmann Pub., San Francisco, CA, USA, 1988.
18. J. Wei and C.-Z. Xu. eQoS: Provisioning of client-perceived end-to-end qos guarantees in web servers. IEEE Transactions on Computers, 55(12):153-1556, Dec. 2006.
19. M. Welsh and D. E. Culler. Adaptive overload control for busy internet servers. In Proceedings of USENIX Symposium on Internet Technologies and Systems(USITS), 2003.
20. J. Wildstrom, P. Stone, E. Witchel, and M. Dahlin. Machine learning for on-line hardware reconfiguration. In Proceedings of International Joint Conferences on Artificial Intelligence(IJCAI), pages 1113-1118, 2007.
21. C.-Z. Xu. Scalable and Secure Internet Services and Architecture. Chapman and Hall/CRC Press, 2005.
22. S. Zhang, I. Cohen, M. Goldszmidt, J. Symons, and A. Fox. Ensembles of models for automated diagnosis of system performance problems. In Proceedings of International Conference on Dependable Systems and Networks(DSN), 2005.
23. X. Zhong, C.-Z. Xu, M. Xu, and J. Wei. Optimal time-variant resource allocation for internet servers with delay. In Proceedings of IEEE Real-Time and Embedded Technology and Applications Symposium(RTAS), pages 22-31, 2005.