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A Bayesian Dynamic Multilayered Block Network Model


Nov 29, 2019
Hector Rodriguez-Deniz, Mattias Villani, Augusto Voltes-Dorta


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Real-Time Robotic Search using Hierarchical Spatial Point Processes


Mar 25, 2019
Olov Andersson, Per Sidén, Johan Dahlin, Patrick Doherty, Mattias Villani


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Subsampling MCMC - An introduction for the survey statistician


Sep 20, 2018
Matias Quiroz, Mattias Villani, Robert Kohn, Minh-Ngoc Tran, Khue-Dung Dang

* Accepted for publication in Sankhya A. Previous uploaded version contained a bug in generating the figures and references 

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The block-Poisson estimator for optimally tuned exact subsampling MCMC


Apr 10, 2018
Matias Quiroz, Minh-Ngoc Tran, Mattias Villani, Robert Kohn, Khue-Dung Dang


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Tree Ensembles with Rule Structured Horseshoe Regularization


Feb 15, 2018
Malte Nalenz, Mattias Villani

* 24 pages. R package 

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Speeding Up MCMC by Efficient Data Subsampling


Jan 01, 2018
Matias Quiroz, Robert Kohn, Mattias Villani, Minh-Ngoc Tran

* Main changes: The theory has been significantly revised 

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Sparse Partially Collapsed MCMC for Parallel Inference in Topic Models


Aug 15, 2017
Måns Magnusson, Leif Jonsson, Mattias Villani, David Broman

* Accepted for publication in Journal of Computational and Graphical Statistics 

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Hamiltonian Monte Carlo with Energy Conserving Subsampling


Aug 02, 2017
Khue-Dung Dang, Matias Quiroz, Robert Kohn, Minh-Ngoc Tran, Mattias Villani


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Scalable MCMC for Large Data Problems using Data Subsampling and the Difference Estimator


Aug 02, 2017
Matias Quiroz, Mattias Villani, Robert Kohn

* The content in this paper is now in arXiv:1404.4178, as a result of a major revision of that paper 

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Bayesian optimisation for fast approximate inference in state-space models with intractable likelihoods


Jun 13, 2017
Johan Dahlin, Mattias Villani, Thomas B. Schön

* 24 pages, 7 figures. Submitted to journal for review 

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