Publications

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Book Chapter
Balaprakash, P., K. Rupp, A. Mametjanov, R. B. Gramacy, P. D. Hovland, and S. M. Wild, "Empirical Performance Modeling of GPU Kernels Using Active Learning", Parallel Computing: Accelerating Computational Science and Engineering (CSE), vol. 25: IOS Press, pp. 646–655, 2014.
Balaprakash, P., S. M. Wild, and P. D. Hovland, "An Experimental Study of Global and Local Search Algorithms in Empirical Performance Tuning", High Performance Computing for Computational Science - VECPAR 2012, 10th International Conference, Kobe, Japan, July 17-20, 2012, Revised Selected Papers: Springer, pp. pp. 261–269, 2013.
Conference Paper
Balaprakash, P., R. Gramacy, and S. M. Wild, "Active-Learning-Based Surrogate Models for Empirical Performance Tuning", Proceedings of IEEE International Conference on Cluster Computing (CLUSTER 2013), September, 2013.
Mametjanov, A., P. Balaprakash, C. Choudary, P. D. Hovland, S. M. Wild, and G. Sabin, "Autotuning FPGA Design Parameters for Performance and Power", Proceedings of the 23rd IEEE International Symposium on Field-Programmable Custom Computing Machines (FCCM 2015), May, 2015.
Bautista-Gomez, L. Arturo, P. Balaprakash, M-S. Bouguerra, S. M. Wild, F. Cappello, and P. D. Hovland, "Energy-performance tradeoffs in multilevel checkpoint strategies", 2014 {IEEE} International Conference on Cluster Computing, {CLUSTER} 2014, Madrid, Spain, September 22-26, 2014, 2014.
Conference Proceedings
Isaila, F., P. Balaprakash, S. M. Wild, D. Kimpe, R. Latham, R. Ross, and P. D. Hovland, "Collective I/O tuning using analytical and machine learning models", Proceedings of IEEE International Conference on Cluster Computing (CLUSTER 2015), 2015.