Learning application models for utility resource planning

Proceedings - 3rd International Conference on Autonomic Computing, ICAC 2006

Volumn 2006, Issue , 2006, Pages 255-264

  Shivam, Piyush ^a   Babu, Shivnath ^a   Chase, Jeffrey S ^a  

^a DUKE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVE LEARNING; NONINVASIVE INSTRUMENTATION; UTILITY RESOURCE PLANNING;

COMPUTATIONAL METHODS; DATA ACQUISITION; DATA STORAGE EQUIPMENT; ERROR ANALYSIS; NETWORK MANAGEMENT; USER INTERFACES;

LEARNING SYSTEMS;

EID: 34247639687     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (40)

1. W. T. Ng, B. Hillyer, E. Shriver, E. Gabber, and B. Ozden, "Obtaining High Performance for Storage Outsourcing," in Proceedings of the Conference on File and Storage Technologies, Jan 2002.
2. J. Bent, D. Thain, A. C. Arpaci-Dusseau, R. H. Arpaci-Dusseau, and M. Livny, "Explicit Control in a Batch-Aware Distributed File System," in Proceedings of the USENIX Symposium on Networked Systems Design and Implementation, Mar 2004.
3. D. A. Reed, L. Ramakrishnan, et al., "Service-Oriented Environments in Research and Education for Dynamically Interacting with Mesoscale Weather," in Proceedings of Computing in Science and Engineering, Nov-Dec 2005.
4. J. Gray, "Distributed Computing Economics," IEEE TFCC Newsletter http://www.clustercomputing.org/content/tfcc-5-1-gray.html, Mar 2003.
5. H. Casanova, G. Obertelli, F. Berman, and R. Wolski, "The AppLeS Parameter Sweep Template: User-Level Middleware for the Grid," in Proceedings of the ACM/IEEE Conference on Supercomputing, Nov 2000.
6. W. Elwasif, J. Plank, and R. Wolski, "Data Staging Effects in Wide Area Task Fanning Applications," in IEEE International Symposium on Cluster Computing and the Grid, May 2001.
7. T. Phan, K. Ranganathan, and R. Sion, "Evolving Toward the Perfect Schedule: Co-scheduling Job Assignments and Data Replication in Wide-Area Systems Using a Genetic Algorithm," in International Workshop on Job Scheduling Strategies for Parallel Processing, vol. 3834, 2005, pp. 173-193.
8. D. Ellard and M. Seltzer, "New NFS Tracing Tools and Techniques for System Analysis," in Proceedings of the Annual Large Installation System Administration Conference, Oct 2003.
9. Y.-S. Kee, H. Casanova, and A. Chien, "Realistic Modeling and Synthesis of Resources for Computational Grids," in Proceedings of the ACM/IEEE Conference on Supercomputing, Nov 2004.
10. R. Doyle, J. Chase, O. Asad, W. Jin, and A. Vahdat, "Model-Based Resource Provisioning in a Web Service Utility," in Proceedings of the USENIX Symposium on Internet Technologies and Systems, Mar 2003.
11. C. Stewart and K. Shen, "Performance Modeling and System Management for Multi-component Online Services," in Proceedings of the USENIX Symposium on Networked Systems Design and Implementation, May 2005.
12. B. Urgaonkar, G. Pacifici, P. Shenoy, M. Spreitzer, and A. Tantawi, "An Analytical Model for Multi-tier Internet Services and its Applications," in Proceedings of the ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems, Jun 2005.
13. B. Urgaonkar, P. Shenoy, and T. Roscoe, "Resource Overbooking and Application Profiling in Shared Hosting Platforms," in Proceedings of the USENIX Symposium on Operating Systems Design and Implementation, Dec 2002.
14. E. Anderson, M. Hobbs, K. Keeton, S. Spence, M. Uysal, and A. Veitch, "Hippodrome: Running Circles Around Storage Administration," in Proceedings of the Conference on File and Storage Technologies, Jan 2001.
15. E. L. Miller and R. H. Katz, "Input/Output Behavior of Supercomputing Applications," in Proceedings of ACM/IEEE Conference on Supercomputing, Nov 1991.
16. B. K. Pasquale and G. C. Polyzos, "A Static Analysis of I/O Characteristics of Scientific Applications in a Production Workload," in Proceedings of ACM/IEEE Conference on Supercomputing, Nov 1993.
17. V. Taylor, X. Wu, and R. Stevens, "Prophesy: An Infrastructure for Performance Analysis and Modeling of Parallel and Grid Applications," in Proceedings of ACM Sigmetrics Performance Evaluation Review, Mar 2003.
18. J. Xu, S. Adabala, and J. A. B. Fortes, "Towards Autonomie Virtual Applications in the In-VIGO System," in Proceedings of International Conference on Autonomic Computing, May 2004.
19. L. Eeckhout, H. Vandierendonck, and K. Bosschere, "Quantifying the Impact of Input Data Sets on Program Behavior and its Applications," Journal of Instruction-Level Parallelism, vol. 5, pp. 1-33, Feb 2003.
20. M. Bennani and D. A. Menascé, "Resource Allocation for Autonomic Data Centers Using Analytic Performance Models," in Proceedings of International Conference on Autonomic Computing, May 2005.
21. T. Kelly, "Utility-Directed Allocation," in First Workshop on Algorithms and Architectures for Self-Managing Systems, Jul 2003.
22. L. Carrington, M. Laurenzano, A. Snavely, R. Campbell, and L. Davis, "How Well Can Simple Metrics Represent the Performance of HPC Applications?" in Proceedings of the ACM/IEEE Conference on Super-computing, Nov 2005.
23. E. Rosti, G. Serazzi, E. Smirni, and M. S. Squillante, "Models of Parallel Applications with Large Computation and I/O Requirements," IEEE Transactions on Software Engineering, vol. 28, no. 3, pp. 286-307, 2002.
24. L. T. Yang, X. Ma, and F. Mueller, "Cross-Platform Performance Prediction of Parallel Applications Using Partial Execution," in Proceedings of ACM/IEEE Conference on Supercomputing, Nov 2005.
25. M. Beck, T. Moore, J. S. Plank, and M. Swany, "Logistical Networking: Sharing More Than the Wires," in Active Middleware Services, C. A. L. S. Hariri and C. S. Raghavendra, Eds. Norwell, MA: Kluwer Academic, 2000.
26. T. Kosar and M. Livny, "A Framework for Reliable and Efficient Data Placement in Distributed Computing Systems," Journal of Parallel and Distributed Computing, vol. 65, no. 10, pp. 1146-1157, 2005.
27. K. Amiri, D. Petrou, G. R. Ganger, and G. A. Gibson, "Dynamic Function Placement for Data-intensive Cluster Computing," in Proceedings of the USENIX Annual Technical Conference, Jun 2000.
28. B. A. Fields, S. Rubin, and R. Bodik, "Focusing Processor Policies via Critical-Path Prediction," in Proceedings of International Symposium on Computer Architecture, Jun 2001.
29. H. J. Curnow and B. A. Wichmann, "A Synthetic Benchmark," The Computer Journal, vol. 19, no. 1, pp. 43-49, Feb 1976.
30. L. McVoy and C. Staelin, "Imbench: Portable Tools for Performance Analysis," in Proceedings of the USENIX Annual Technical Conference, Jan 1996.
31. J. J. Yi, D. J. Lilja, and D. M. Hawkins, "A Statistically Rigorous Approach for Improving Simulation Methodology," in Proceedings of International Symposium on High-Performance Computer Architecture, Feb 2003.
32. S. Vazhkudai and J. M. Schopf, "Using Regression Techniques to Predict Large Data Transfers," International Journal of High Performance Computing Applications, vol. cs.DC/0304037, 2003.
33. S. A. Huettel, A. W. Song, and G. McCarthy, Functional Magnetic Resonance Imaging. Sinauer Associates, Inc., 2004.
34. J. Pormann, J. Board, D. Rose, and C. Henriquez, "Large-Scale Modeling of Cardiac Electrophysiology," in Proceedings of Computers in Cardiology, Sep 2002.
35. S. Altschul, T. Madden, A. Schaffer, J. Zhang, Z. Zhang, W. Miller, and D. Lipman, "Gapped BLAST and PSI-BLAST: A New Generation of Protein Database Search Programs," Nucleic Acids Research, vol. 25, pp. 3389-3402, 1997.
36. J. C. Phillips, R. Braun, et al., "Scalable Molecular Dynamics with NAMD," Journal of Computational Chemistry, vol. 26, pp. 1781-1802, 2005.
37. J. Moore, J. Chase, K. Farkas, and P. Ranganathan, "Data Center Workload Monitoring, Analysis, and Emulation," in Proceedings of Computer Architecture Evaluation using Commercial Workloads, Feb 2005.
38. M. Carson and D. Santay, "NIST Net: A Linux-Based Network Emulation Tool," SIGCOMM Computer Communication Review, vol. 33, no. 3, pp. 111-126, 2003.
39. N. Zhang, P. Hass, V. Josifovski, G. Lohman, and C. Zhang, "Statistical Learning Techniques for Costing XML Queries," in Proceedings of International Conference on Very Large Data Bases, Aug-Sep 2005.
40. J. Friedman, "Multivariate Adaptive Regression Splines," Annals of Statistics, vol. 19, no. 1, pp. 1-141, 1991.