17543 search results - page 194 / 3509 » Stochastic Optimization Algorithms |
176
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CSCLP
2005
Springer
16 years 5 hour ago
2005
Springer
Abstract. We adopt Benders’ decomposition algorithm to solve scenariobased Stochastic Constraint Programs (SCPs) with linear recourse. Rather than attempting to solve SCPs via a ...
165
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WSC
2008
15 years 8 months ago
2008
Reinforcement Learning (RL) is a simulation-based technique useful in solving Markov decision processes if their transition probabilities are not easily obtainable or if the probl...
153
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ALT
2005
Springer
16 years 3 months ago
2005
Springer
We bound the future loss when predicting any (computably) stochastic sequence online. Solomonoff finitely bounded the total deviation of his universal predictor M from the true ...
182
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NIPS
2003
15 years 7 months ago
2003
We describe a new approximation algorithm for solving partially observable MDPs. Our bounded policy iteration approach searches through the space of bounded-size, stochastic fini...
139
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ICASSP
2011
IEEE
14 years 10 months ago
2011
IEEE
Performance of DNA sequencing-by-synthesis systems is fundamentally limited by the stochastic nature of the underlying biochemical process. We develop a novel graphical representa...