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We introduce an extension to annealed importance sampling that uses Hamiltonian dynamics to rapidly estimate normalization constants.
Methods of reducing sample size in monte carlo computations
Kahn, H and Marshall, A · 1953
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Equilibrium free-energy differences from nonequilibrium measurements: A master-equation approach
Jarzynski, C · 1997
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Sparse coding with an overcomplete basis set: A strategy employed by v1?
Olshausen, Bruno A and Field, David J · 1997
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Independent component filters of natural images compared with simple cells in primary visual cortex
van Hateren, J H and van der Schaaf, A · 1998
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Annealed importance sampling
Neal, Radford M · 2001
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Training products of experts by minimizing contrastive divergence
Hinton, Geoffrey E · 2002
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Divergence measures and message passing
Minka, T · 2005
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Factorial coding of natural images: how effective are linear models in removing higher-order dependencies?
Bethge, M · 2006
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Sequential monte carlo samplers
Moral, Pierre Del, Doucet, Arnaud, and Jasra, Ajay · 2006
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Estimates of the information content and dimensionality of natural scenes from proximity distributions
Chandler, Damon M and Field, David J · 2007
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Hierarchical statistical models of computation in the visual cortex
Karklin, Y · 2007
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On the quantitative analysis of deep belief networks
Salakhutdinov, Ruslan and Murray, Iain · 2008
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Evaluating probabilities under high-dimensional latent variable models
Murray, Iain and Salakhutdinov, Ruslan · 2009
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The” tree-dependent components” of natural images are edge filters
Zoran, Daniel and Weiss, Yair · 2009
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Mcmc using hamiltonian dynamics
Neal, Radford M · 2010
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Modeling pixel means and covariances using factorized third-order boltzmann machines
Ranzato, Marc’Aurelio and Hinton, Geoffrey E · 2010
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Learning higher-order features of natural images via factorization
Culpepper, Benjamin J., Sohl-Dickstein, Jascha, and Olshausen, Bruno · 2011
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Minimum probability flow learning
Sohl-Dickstein, Jascha, Battaglino, Peter, and DeWeese, Michael R · 2011
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Stephens, Greg J, Mora, Thierry, Tkacik, Gasper, and Bialek, William · 2008
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