ELM-based intelligent resource selection for grid scheduling

8th International Conference on Machine Learning and Applications, ICMLA 2009

Volumn , Issue , 2009, Pages 398-403

  Zhao, Guopeng ^a   Shen, Zhiqi ^a   Miao, Chunyan ^a  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

Grid computing; Learning; Neural networks; Resource selection

Indexed keywords

COMPUTING POWER; CONVENTIONAL ALGORITHMS; DESIGN TIME; EXTREME LEARNING MACHINE; FAST LEARNING; GRID RESOURCE; GRID SCHEDULERS; GRID SCHEDULING; INTELLIGENT RESOURCE; LEARNING NEURAL NETWORKS; LEARNING PARADIGMS; PROBLEM FORMULATION; RESOURCE SELECTION; UNCERTAIN ENVIRONMENTS; USER INTERVENTION;

ELECTRIC POWER UTILIZATION; LEARNING SYSTEMS; NEURAL NETWORKS; SCHEDULING ALGORITHMS;

GRID COMPUTING;

EID: 77950815385     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICMLA.2009.109     Document Type: Conference Paper

References (9)

1. I. Foster, and C. Kesselman, The grid: blueprint for a new computing infrastructure: Morgan Kaufmann Publishers Inc., San Francisco, CA, USA, 2004.
2. J. M. Schopf, "Ten actions when grid scheduling", International series in Operations Research and Management Science, pp. 15-24, 2003.
3. J. Frey, T. Tannenbaum, M. Livny, I. Foster, and S. Tuecke. "Condor-G: A Computation Management Agent for Multi-Institutional Grids", Cluster Computing, 5(3):237-246, 2002.
4. F. Berman, A. Chien, K. Cooper, J. Dongarra, I. Foster,D. Gannon, L. Johnsson, K. Kennedy, C. Kesselman, J. Mellor-Crumme, et al. "The GrADS Project: software support for high-level grid application development", International Journal of High Performance Computing Applications, 15(4):327, 2001.
5. F. Berman and R. Wolski. "The AppLeS project: a status report", 8th NEC Research Symposium, 1997.
6. R. Buyya, D. Abramson, and J. Giddy. "Nimrod/G: An Architecture for a Resource Management and Scheduling", System in a Global Computational Grid. HPC Asia, 2000.
7. G. B. Huang, "Extreme Learning Machine: A New Learning Scheme of Feedforward Neural Networks", in Proc. of International Joint Conference on Neural Networks, 2004.
8. G. Zhao, Z. Shen, C. Miao, and R. Gay "Enhanced Extreme Learning Machine with Stacked Generalization", in Proc. of International Joint Conference on Neural Networks, 2008.
9. C. Blake and C. Merz, UCI repository of machine learning databases [Online]. Available: http://archive.ics.uci.edu/ml/, Univ. California. Irvine, 1998.