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» Property-aware program sampling
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PLDI
2003
ACM
14 years 21 days ago
Bug isolation via remote program sampling
We propose a low-overhead sampling infrastructure for gathering information from the executions experienced by a program’s user community. Several example applications illustrat...
Ben Liblit, Alexander Aiken, Alice X. Zheng, Micha...
NIPS
2007
13 years 8 months ago
Random Sampling of States in Dynamic Programming
We combine three threads of research on approximate dynamic programming: sparse random sampling of states, value function and policy approximation using local models, and using lo...
Christopher G. Atkeson, Benjamin Stephens
ANOR
2006
59views more  ANOR 2006»
13 years 7 months ago
The empirical behavior of sampling methods for stochastic programming
Abstract. We investigate the quality of solutions obtained from sample-average approximations to two-stage stochastic linear programs with recourse. We use a recently developed sof...
Jeff Linderoth, Alexander Shapiro, Stephen Wright
SC
2005
ACM
14 years 1 months ago
Using Dynamic Tracing Sampling to Measure Long Running Programs
Ø Ð × ÑÙÐ Ø ÓÒ Ò Ù× ÙÐ ØÓ ÓØ ×Ý×Ø Ñ ¹ Ú ÐÓÔ Ö× Ò ÔÔÐ Ø ÓÒ ÛÖ Ø Ö× ØÓ ÙÒ Ö×Ø Ò Ò ÔÔÐ ¹ Ø ÓÒ³× Ô Ö ÓÖÑ Ò º ÀÓÛ ...
Jeffrey Odom, Jeffrey K. Hollingsworth, Luiz De Ro...
COR
2011
12 years 11 months ago
Sampled fictitious play for approximate dynamic programming
Marina A. Epelman, Archis Ghate, Robert L. Smith