Monte Carlo sampling

49

AAAI
2012

198views Intelligent Agents» more AAAI 2012»

A Search Algorithm for Latent Variable Models with Unbounded Domains

12 years 3 months ago

This paper concerns learning and prediction with probabilistic models where the domain sizes of latent variables have no a priori upper-bound. Current approaches represent prior d...

Michael Chiang, David Poole

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37

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CCE
2004

108views Software Engineering» more CCE 2004»

Improving convergence of the stochastic decomposition algorithm by using an efficient sampling technique

14 years 14 days ago

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This work focuses on the basic stochastic decomposition (SD) algorithm of Higle and Sen [J.L. Higle, S. Sen, Stochastic Decomposition, Kluwer Academic Publishers, 1996] for two-st...

José María Ponce-Ortega, Vicente Ric...

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34

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WSC
1997

156views Modeling And Simulation» more WSC 1997»

Descriptive Sampling: An Improvement over Latin Hypercube Sampling

14 years 1 months ago

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Descriptive Sampling (DS), a Monte Carlo sampling technique based on a deterministic selection of the input values and their random permutation, represents a deep conceptual chang...

Eduardo Saliby

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