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High-dimensional Bayesian inference via the unadjusted Langevin algorithm

Durmus, Alain and Moulines, Éric
Bernoulli Volume 25, Number 4A (November 2019), 2854-2882.

Journal article

On the geometric ergodicity of Hamiltonian Monte Carlo

Livingstone, Samuel, Betancourt, Michael, Byrne, Simon, and Girolami, Mark
Bernoulli Volume 25, Number 4A (November 2019), 3109-3138.

Journal article

Keeping the balance—Bridge sampling for marginal likelihood estimation in finite mixture, mixture of experts and Markov mixture models

Frühwirth-Schnatter, Sylvia
Brazilian Journal of Probability and Statistics Volume 33, Number 4 (November 2019), 706-733.

Journal article

Measuring sample quality with diffusions

Gorham, Jackson, Duncan, Andrew B., Vollmer, Sebastian J., and Mackey, Lester
The Annals of Applied Probability Volume 29, Number 5 (October 2019), 2884-2928.

Journal article

Convergence complexity analysis of Albert and Chib’s algorithm for Bayesian probit regression

Qin, Qian and Hobert, James P.
The Annals of Statistics Volume 47, Number 4 (August 2019), 2320-2347.

Journal article

Spatially adaptive Bayesian image reconstruction through locally-modulated Markov random field models

Al-Gezeri, Salem M. and Aykroyd, Robert G.
Brazilian Journal of Probability and Statistics Volume 33, Number 3 (August 2019), 498-519.

Journal article

Diffusion limit for the random walk Metropolis algorithm out of stationarity

Kuntz, Juan, Ottobre, Michela, and Stuart, Andrew M.
Annales de l'Institut Henri Poincaré, Probabilités et Statistiques Volume 55, Number 3 (August 2019), 1599-1648.

Journal article

Exponential ergodicity of the bouncy particle sampler

Deligiannidis, George, Bouchard-Côté, Alexandre, and Doucet, Arnaud
The Annals of Statistics Volume 47, Number 3 (June 2019), 1268-1287.

Journal article

A brief review of optimal scaling of the main MCMC approaches and optimal scaling of additive TMCMC under non-regular cases

Dey, Kushal K. and Bhattacharya, Sourabh
Brazilian Journal of Probability and Statistics Volume 33, Number 2 (May 2019), 222-266.

Journal article

Filtering and Estimation for a Class of Stochastic Volatility Models with Intractable Likelihoods

Vankov, Emilian R., Guindani, Michele, and Ensor, Katherine B.
Bayesian Analysis Volume 14, Number 1 (March 2019), 29-52.

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