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  1. Transactions on Modeling and Computer Simulation (TOMACS)
  2. ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 23
  3. Issue 1(Special Issue on Monte Carlo Methods in Statistics), January 2013
  4. Particle Algorithms for Optimization on Binary Spaces
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ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 27
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 26
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 25
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 24
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 23
Issue 4, October 2013
Issue 3, July 2013
Issue 2, May 2013
Issue 1(Special Issue on Monte Carlo Methods in Statistics), January 2013
Introduction to Special Issue on Monte Carlo Methods in Statistics
Convergence of a Particle-Based Approximation of the Block Online Expectation Maximization Algorithm
Efficient MCMC for Binomial Logit Models
Bayesian Learning of Noisy Markov Decision Processes
Adaptive Equi-Energy Sampler: Convergence and Illustration
Posterior Expectation of Regularly Paved Random Histograms
Small Variance Estimators for Rare Event Probabilities
Particle Algorithms for Optimization on Binary Spaces
Self-Avoiding Random Dynamics on Integer Complex Systems
Massive Parallelization of Serial Inference Algorithms for a Complex Generalized Linear Model
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 22
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 21
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 20
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 19
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 18
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 17
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 16
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 15
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 14
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 13
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 12
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 11
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 10
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 9
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 8
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 7
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 6
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 5
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 4
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 3
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 2
ACM Transactions on Modeling and Computer Simulation (TOMACS) : Volume 1

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Particle Algorithms for Optimization on Binary Spaces

Content Provider ACM Digital Library
Author Schäfer, Christian
Copyright Year 2013
Abstract We discuss a unified approach to stochastic optimization of pseudo-Boolean objective functions based on particle methods, including the cross-entropy method and simulated annealing as special cases. We point out the need for auxiliary sampling distributions, meaning parametric families on binary spaces, which are able to reproduce complex dependency structures, and illustrate their usefulness in our numerical experiments. We provide numerical evidence that particle-driven optimization algorithms based on parametric families yield superior results on strongly multimodal optimization problems while local search heuristics outperform them on easier problems.
Starting Page 1
Ending Page 25
Page Count 25
File Format PDF
ISSN 10493301
e-ISSN 15581195
DOI 10.1145/2414416.2414424
Volume Number 23
Issue Number 1
Journal ACM Transactions on Modeling and Computer Simulation (TOMACS)
Language English
Publisher Association for Computing Machinery (ACM)
Publisher Date 2013-01-01
Publisher Place New York
Access Restriction One Nation One Subscription (ONOS)
Subject Keyword Binary parametric families Cross-entropy method Pseudo-Boolean optimization Sequential Monte Carlo Simulated annealing
Content Type Text
Resource Type Article
Subject Computer Science Applications Modeling and Simulation
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