Adaptive learning of metric correlations for temperature-aware database provisioning

Fourth International Conference on Autonomic Computing, ICAC'07

Volumn , Issue , 2007, Pages

  Ghanbari, Saeed ^a   Soundararajan, Gokul ^a   Chent, Jin ^a   Amza, Cristiana ^a  

^a UNIVERSITY OF TORONTO   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE LEARNING; DATABASE CLUSTER; METRIC CORRELATIONS; TEMPERATURE AWARENESS;

ADAPTIVE SYSTEMS; DATABASE SYSTEMS; METRIC SYSTEM; QUALITY OF SERVICE; SCHEDULING ALGORITHMS; WEB SERVICES;

LEARNING SYSTEMS;

EID: 35948980056     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICAC.2007.3     Document Type: Conference Paper

References (28)

1. The Apache Software Foundation, http://www.apache.org/.
2. C. Amza, A. L. Cox, and W. Zwaenepoel. Distributed versioning: Consistent replication for scaling back-end databases of dynamic content web sites. In M. Endler and D. C. Schmidt, editors, Middleware, volume 2672 of Lecture Notes in Computer Science, pages 282-304. Springer, 2003.
3. M. F. Arlitt and C. L. Williamson. Internet web servers: workload characterization and performance implications. IEEE/ACM Trans. Netw., 5(5):631-645, 1997.
4. Y Baryshnikov, E. Coffman, G. Pierre, D. Rubenstein, M. Squillante, and T. Yimwadsana. Predictability of webserver traffic congestion. In WCW '05: Proceedings of the 10th International Workshop on Web Content Caching and Distribution (WCW'05), pages 97-103, Washington, DC, USA, 2005. IEEE Computer Society.
5. M. N. Bennani and D. A. Menascé. Resource allocation for autonomic data centers using analytic performance models. In ICAC, pages 229-240. IEEE Computer Society, 2005.
6. D. J. Bradley, R. E. Harper, and S. W. Hunter. Workloadbased power management for parallel computer systems. IBM J. Res. Dev., 47(5-6):703-718, 2003.
7. J. Chen, G. Soundararajan, and C. Amza. Autonomic provisioning of backend databases in dynamic content web servers. In Proceedings of the Third International Conference on Autonomic Computing (ICAC 2006), pages 123-133, 2006.
8. 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 OSDI, pages 231-244, 2004.
9. K. Coleman, J. Norris, G. Candea, and A. Fox. Oncall: Defeating spikes with a free-market server cluster. In In Proceedings of the 1st International Conference on Autonomic Computing (ICAC), 2004.
10. H. Drucker, C. J. C. Burges, L. Kaufman, A. J. Smola, and V. Vapnik. Support vector regression machines. In M. Mozer, M. I. Jordan, and T. Petsche, editors, NIPS, pages 155-161. MIT Press, 1996.
11. T. Hastie, R. Tibshirani, and J. H. Friedman. The Elements of Statistical Learning. Springer, August 2001.
12. IBM Corporation. Automated provisioning of resources for data center environments. http://www306.ibm.com/software/tivoli/solutions/provisioning/, 2003.
13. A. K. Iyengar, M. S. Squillante, and L. Zhang. Analysis and characterization of large-scale web server access patterns and performance. World Wide Web, 2(1-2):85-100, 1999.
14. A. Karve, T. Kimbrel, G. Pacifici, M. Spreitzer, M. Steinder, M. Sviridenko, and A. N. Tantawi. Dynamic placement for clustered web applications. In L. Carr, D. D. Roure, A. Iyengar, C. A. Goble, and M. Dahlin, editors, WWW, pages 595-604. ACM, 2006.
15. D. A. Menascé, D. Barbará, and R. Dodge. Preserving qos of e-commerce sites through self-tuning: a performance model approach. In ACM Conference on Electronic Commerce, pages 224-234. ACM, 2001.
16. J. Moore, J. Chase, P. Ranganathan, and R. Sharma. Making scheduling "cool": Temperature-aware resource assignment in data centers. In USENIX Annual Technical Conference, pages 61-75, 2005.
17. MySQL, http://www.mysql.com.
18. D. Narayanan, E. Thereska, and A. Ailamaki. Continuous resource monitoring for self-predicting dbms. In MASCOTS '05: Proceedings of the 13th IEEE International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems, pages 239-248, Washington, DC, USA, 2005. IEEE Computer Society.
19. S. Osman, D. Subhraveti, G. Su, and J. Nieh. The design and implementation of zap: a system for migrating computing environments. SIGOPS Oper. Syst. Rev., 36(SI):361-376, 2002.
20. PHP Hypertext Preprocessor, http://www.php.net.
21. S.M.Ross. Introduction to Probability and Statistics for Engineers and Scientists. John Wiley & Sons, Inc., 1987.
22. G. Soundararajan, C. Amza, and A. Goel. Database replication policies for dynamic content applications. In In Proceedings of the First ACM SIGOPS EuroSys, 2006.
23. G. Tesauro, R. Das, W. E. Walsh, and J. O. Kephart. Utilityfunction- driven resource allocation in autonomic systems . In ICAC, pages 70-77, 2005.
24. Transaction Processing Council, http://www.tpc.org/.
25. W. E. Walsh, G. Tesauro, J. O. Kephart, and R. Das. Utility functions in autonomic systems. In In Proceedings of the 1st International Conference on Autonomic Computing (ICAC), 2004.
26. M. Woodside, T. Zheng, and M. Litoiu. Service system resource management based on a tracked layered performance model. In Proceedings of the Third International Conference on Autonomic Computing (ICAC 2006), pages 123-133, 2006.
27. P. R. YJ. Moore, J. Chase and R. Sharma. Making scheduling cool: Temperature-aware resource assignment in data centers. In Proceedings of USENIX, 2005.
28. S. Zhang, I. Cohen, M. Goldszmidt, J. Symons, and A. Fox. Ensembles of models for automated diagnosis of system performance problems. In DSN, pages 644-653. IEEE Computer Society, 2005.