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» Property-aware program sampling

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PLDI
2003
ACM

184views Programming Languages» more PLDI 2003»

Bug isolation via remote program sampling

15 years 7 months ago

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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...

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NIPS
2007

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Random Sampling of States in Dynamic Programming

15 years 3 months ago

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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

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ANOR
2006

59views more ANOR 2006»

The empirical behavior of sampling methods for stochastic programming

15 years 2 months ago

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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

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SC
2005
ACM

94views Applied Computing» more SC 2005»

Using Dynamic Tracing Sampling to Measure Long Running Programs

15 years 7 months ago

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Jeffrey Odom, Jeffrey K. Hollingsworth, Luiz De Ro...

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