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» Runtime Prediction of Real Programs on Real Machines
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ICML
2008
IEEE
16 years 5 months ago
Space-indexed dynamic programming: learning to follow trajectories
We consider the task of learning to accurately follow a trajectory in a vehicle such as a car or helicopter. A number of dynamic programming algorithms such as Differential Dynami...
J. Zico Kolter, Adam Coates, Andrew Y. Ng, Yi Gu, ...
ICPP
1997
IEEE
15 years 8 months ago
Automatic Parallelization and Scheduling of Programs on Multiprocessors using CASCH
r The lack of a versatile software tool for parallel program development has been one of the major obstacles for exploiting the potential of high-performance architectures. In this...
Ishfaq Ahmad, Yu-Kwong Kwok, Min-You Wu, Wei Shu
SDM
2011
SIAM
232views Data Mining» more  SDM 2011»
14 years 7 months ago
A Sequential Dual Method for Structural SVMs
In many real world prediction problems the output is a structured object like a sequence or a tree or a graph. Such problems range from natural language processing to computationa...
Shirish Krishnaj Shevade, Balamurugan P., S. Sunda...
SPIN
2005
Springer
15 years 9 months ago
Execution Generated Test Cases: How to Make Systems Code Crash Itself
Abstract. This paper presents a technique that uses code to automatically generate its own test cases at run-time by using a combination of symbolic and concrete (i.e., regular) ex...
Cristian Cadar, Dawson R. Engler
141
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ECML
2007
Springer
15 years 10 months ago
Statistical Debugging Using Latent Topic Models
Abstract. Statistical debugging uses machine learning to model program failures and help identify root causes of bugs. We approach this task using a novel Delta-Latent-Dirichlet-Al...
David Andrzejewski, Anne Mulhern, Ben Liblit, Xiao...