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Wang and Landau algorithm
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Wang and Landau algorithm : ウィキペディア英語版
Wang and Landau algorithm
The Wang and Landau algorithm, proposed by Fugao Wang and David P. Landau,〔 is a Monte Carlo method designed to calculate the density of states of a system. The method performs a non-markovian random walk to build the density of states by quickly visiting all the available energy spectrum. The Wang and Landau algorithm is an important method to obtain the density of states required to perform a multicanonical simulation.
The Wang–Landau algorithm can be applied to any system which is characterized by a cost (or energy) function. For instance,
it has been applied to the solution of numerical integrals〔 and the folding of proteins.〔〔
The Wang-Landau Sampling is related to the Metadynamics algorithm.〔Junghans, Christoph, Danny Perez, and Thomas Vogel. "Molecular Dynamics in the Multicanonical Ensemble: Equivalence of Wang–Landau Sampling, Statistical Temperature Molecular Dynamics, and Metadynamics." Journal of Chemical Theory and Computation 10.5 (2014): 1843-1847.〕
==Overview==

The Wang and Landau algorithm is used to obtain the density of states of a system characterized by a cost function. It uses a non-markovian stochastic process which asymptotically converges to a multicanonical ensemble.〔 (I.e. to a Metropolis-Hastings algorithm with sampling distribution inverse to the density of states.) The major consequence is that this sampling distribution leads to a simulation where the energy barriers are invisible. This means that the algorithm visits all the accessible states (favorable and less favorable) much faster than a metropolis algorithm.〔

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