Enabling scalable stochastic gradient-based inference for Gaussian
processes by employing the Unbiased LInear System SolvEr (ULISSE)

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Enabling scalable stochastic gradient-based inference for Gaussian processes by employing the Unbiased LInear System SolvEr (ULISSE)

22 January 2015

Maurizio Filippone

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Papers citing "Enabling scalable stochastic gradient-based inference for Gaussian processes by employing the Unbiased LInear System SolvEr (ULISSE)"

13 / 13 papers shown

Title
(Non-) asymptotic properties of Stochastic Gradient Langevin Dynamics Sebastian J. Vollmer K. Zygalakis and Yee Whye Teh 85 49 0 02 Jan 2015
Consistency and fluctuations for stochastic gradient Langevin dynamics Yee Whye Teh Alexandre Hoang Thiery Sebastian J. Vollmer 78 235 0 01 Sep 2014
Accelerating Metropolis-Hastings algorithms: Delayed acceptance with prefetching Marco Banterle Clara Grazian Christian P. Robert 57 13 0 10 Jun 2014
Firefly Monte Carlo: Exact MCMC with Subsets of Data D. Maclaurin Ryan P. Adams 148 179 0 22 Mar 2014
Probabilistic Interpretation of Linear Solvers Philipp Hennig 73 104 0 10 Feb 2014
Scalable iterative methods for sampling from massive Gaussian random vectors Daniel P. Simpson I. Turner C. Strickland A. Pettitt 74 10 0 05 Dec 2013
Bayesian Inference for Gaussian Process Classifiers with Annealing and Pseudo-Marginal MCMC Maurizio Filippone 37 6 0 28 Nov 2013
Pseudo-Marginal Bayesian Inference for Gaussian Processes Maurizio Filippone Mark Girolami 63 64 0 02 Oct 2013
Gaussian Processes for Big Data J. Hensman Nicolò Fusi Neil D. Lawrence GP 107 1,235 0 26 Sep 2013
On Russian Roulette Estimates for Bayesian Inference with Doubly-Intractable Likelihoods A. Lyne Mark Girolami Yves F. Atchadé Heiko Strathmann Daniel P. Simpson 133 135 0 17 Jun 2013
Scaling Multidimensional Inference for Structured Gaussian Processes Elad Gilboa Yunus Saatci John P. Cunningham 118 61 0 18 Sep 2012
INLA or MCMC? A Tutorial and Comparative Evaluation for Spatial Prediction in log-Gaussian Cox Processes Benjamin M. Taylor P. Diggle 75 102 0 08 Feb 2012
Slice sampling covariance hyperparameters of latent Gaussian models Iain Murray Ryan P. Adams 110 232 0 04 Jun 2010