Covariance-Controlled Adaptive Langevin Thermostat for Large-Scale Bayesian Sampling
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Zhanxing Zhu | Benedict J. Leimkuhler | Xiaocheng Shang | Amos J. Storkey | A. Storkey | B. Leimkuhler | Zhanxing Zhu | Xiaocheng Shang
[1] N. Metropolis,et al. Equation of State Calculations by Fast Computing Machines , 1953, Resonance.
[2] S. Nosé. A unified formulation of the constant temperature molecular dynamics methods , 1984 .
[3] S. Duane,et al. Hybrid Monte Carlo , 1987 .
[4] A. Horowitz. A generalized guided Monte Carlo algorithm , 1991 .
[5] W. G. Hoover. Computational Statistical Mechanics , 1991 .
[6] M. Peters. Computational Statistical Mechanics. Studies in Modern Thermodynamics 11: By WM. G. HOOVER. Elsevier, New York (1991). ISBN 0-444-88192-1; 313 pp. + contents. , 1992 .
[7] Berend Smit,et al. Understanding molecular simulation: from algorithms to applications , 1996 .
[8] Berend Smit,et al. Understanding Molecular Simulation , 2001 .
[9] Christian P. Robert,et al. Monte Carlo Statistical Methods (Springer Texts in Statistics) , 2005 .
[10] H. Robbins. A Stochastic Approximation Method , 1951 .
[11] Yoshua Bengio,et al. Classification using discriminative restricted Boltzmann machines , 2008, ICML '08.
[12] Andrew Gelman,et al. Handbook of Markov Chain Monte Carlo , 2011 .
[13] Yee Whye Teh,et al. Bayesian Learning via Stochastic Gradient Langevin Dynamics , 2011, ICML.
[14] B. Leimkuhler,et al. Adaptive stochastic methods for sampling driven molecular systems. , 2011, The Journal of chemical physics.
[15] B. Leimkuhler,et al. Rational Construction of Stochastic Numerical Methods for Molecular Sampling , 2012, 1203.5428.
[16] Ahn,et al. Bayesian posterior sampling via stochastic gradient Fisher scoring Bayesian Posterior Sampling via Stochastic Gradient Fisher Scoring , 2012 .
[17] Ryan Babbush,et al. Bayesian Sampling Using Stochastic Gradient Thermostats , 2014, NIPS.
[18] Tianqi Chen,et al. Stochastic Gradient Hamiltonian Monte Carlo , 2014, ICML.
[19] B. Leimkuhler,et al. Molecular Dynamics: With Deterministic and Stochastic Numerical Methods , 2015 .
[20] Assyr Abdulle,et al. Long Time Accuracy of Lie-Trotter Splitting Methods for Langevin Dynamics , 2015, SIAM J. Numer. Anal..
[21] K. Zygalakis,et al. (Non-) asymptotic properties of Stochastic Gradient Langevin Dynamics , 2015, 1501.00438.
[22] B. Leimkuhler,et al. The computation of averages from equilibrium and nonequilibrium Langevin molecular dynamics , 2013, 1308.5814.
[23] BENEDICT LEIMKUHLER,et al. Adaptive Thermostats for Noisy Gradient Systems , 2015, SIAM J. Sci. Comput..