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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. Self-Avoiding Random Dynamics on Integer Complex Systems
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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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Self-Avoiding Random Dynamics on Integer Complex Systems

Content Provider ACM Digital Library
Author De freitas, Nando Wang, Ziyu Hamze, Firas
Copyright Year 2013
Abstract This article introduces a new specialized algorithm for equilibrium Monte Carlo sampling of binary-valued systems, which allows for large moves in the state space. This is achieved by constructing self-avoiding walks (SAWs) in the state space. As a consequence, many bits are flipped in a single MCMC step. We name the algorithm SARDONICS, an acronym for Self-Avoiding Random Dynamics on Integer Complex Systems. The algorithm has several free parameters, but we show that Bayesian optimization can be used to automatically tune them. SARDONICS performs remarkably well in a broad number of sampling tasks: toroidal ferromagnetic and frustrated Ising models, 3D Ising models, restricted Boltzmann machines and chimera graphs arising in the design of quantum computers.
Starting Page 1
Ending Page 25
Page Count 25
File Format PDF
ISSN 10493301
e-ISSN 15581195
DOI 10.1145/2414416.2414790
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 Bayesian optimization Boltzmann machines Gibbs sampling Ising models Markov chain Monte Carlo Monte Carlo SARDONICS Swendswen-Wang Adaptive MCMC Algorithm configuration
Content Type Text
Resource Type Article
Subject Computer Science Applications Modeling and Simulation
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