Unit Testing for MCMC and other Monte Carlo Methods

Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images

Geman, S. and Geman, D. (1984) · 1984

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Hybrid Monte Carlo

Duane, S., Kennedy, A. D., Pendleton, B. J., and Roweth, D. (1987) · 1987

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Generalized Monte Carlo significance tests

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Markov Chain Monte Carlo Convergence Diagnostics: A Comparative Review

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Monte Carlo Methods in Statistical Mechanics: Foundations and New Algorithms

Sokal, A. (1997) · 1997

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Joint Bayesian model selection and estimation of noisy sinusoids via reversible jump MCMC

Andrieu, C. and Doucet, A. (1999) · 1999

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Reversible jump MCMC for joint detection and estimation of sources in colored noise

Larocque, J.-R. and Reilly, J. (2002) · 2002

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Particle filters for tracking an unknown number of sources

Larocque, J.-R., Reilly, J., and Ng, W. (2002) · 2002

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Langevin Diffusions and Metropolis-Hastings Algorithms

Roberts, G. O. and Stramer, O. (2002) · 2002

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Getting It Right

Geweke, J. (2004) · 2004

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Wideband array signal processing using MCMC methods

Ng, W., Reilly, J., Kirubarajan, T., and Larocque, J.-R. (2005) · 2005

Cited alongside, same era.

Validation of Software for Bayesian Models Using Posterior Quantiles

Cook, S. R., Gelman, A., and Rubin, D. B. (2006) · 2006

Cited alongside, same era.

Bayesian analysis of polyphonic western tonal music

Davy, M., Godsill, S., and Idier, J. (2006) · 2006

Cited alongside, same era.

A survey of unit testing practices

Runeson, P. (2006) · 2006

Cited alongside, same era.

Time-domain Bayesian detection and estimation of noisy damped sinusoidal signals applied to NMR spectroscopy

Rubtsov, D. V. and Griffin, J. L. (2007) · 2007

Cited alongside, same era.

Infinite non-negative matrix factorization

Schmidt, M. N. and Mørup, M. (2010) · 2010

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Riemann manifold Langevin and Hamiltonian Monte Carlo methods

Girolami, M. and Calderhead, B. (2011) · 2011

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testthat: Get Started with Testing

Wickham, H. (2011) · 2011

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Comments on “Joint Bayesian Model Selection and Estimation of Noisy Sinusoids Via Reversible Jump MCMC”

Roodaki, A., Bect, J., and Fleury, G. (2013) · 2013

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A Bayesian Methodology for Systemic Risk Assessment in Financial Networks

Gandy, A. and Veraart, L. A. M. (2016) · 2016

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Correction to: Validation of Software for Bayesian Models using Posterior Quantiles

Gelman, A. (2017) · 2017

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