Parallelizing MCMC with Random Partition Trees

Parallelizing MCMC with Random Partition Trees

10 June 2015

Katherine A. Heller

David B. Dunson

Papers citing "Parallelizing MCMC with Random Partition Trees"

19 / 19 papers shown

Title
Stacking Variational Bayesian Monte Carlo Francesco Silvestrin Chengkun Li Luigi Acerbi BDL 42 0 0 07 Apr 2025
Embarrassingly Parallel GFlowNets Tiago da Silva Luiz Max Carvalho Amauri Souza Samuel Kaski Diego Mesquita 44 1 0 05 Jun 2024
Machine Learning and the Future of Bayesian Computation Steven Winter Trevor Campbell Lizhen Lin Sanvesh Srivastava David B. Dunson TPM 47 4 0 21 Apr 2023
Federated Averaging Langevin Dynamics: Toward a unified theory and new algorithms Vincent Plassier Alain Durmus Eric Moulines FedML 21 6 0 31 Oct 2022
Parallel MCMC Without Embarrassing Failures Daniel Augusto R. M. A. de Souza Diego Mesquita Samuel Kaski Luigi Acerbi 44 11 0 22 Feb 2022
A Survey of Monte Carlo Methods for Parameter Estimation D. Luengo Luca Martino M. Bugallo Victor Elvira S. Särkkä 23 154 0 25 Jul 2021
Federated Stochastic Gradient Langevin Dynamics Khaoula El Mekkaoui Diego Mesquita P. Blomstedt Samuel Kaski FedML 27 24 0 23 Apr 2020
A High-Performance Implementation of Bayesian Matrix Factorization with Limited Communication T. Aa Xiangju Qin P. Blomstedt Roel Wuyts Wilfried Verachtert Samuel Kaski 16 0 0 06 Apr 2020
Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting Maxime Vono Daniel Paulin Arnaud Doucet 27 37 0 23 May 2019
Embarrassingly parallel MCMC using deep invertible transformations Diego Mesquita P. Blomstedt Samuel Kaski 9 18 0 11 Mar 2019
Quantile Regression Under Memory Constraint Xi Chen Weidong Liu Yichen Zhang 11 116 0 18 Oct 2018
Accelerating MCMC Algorithms Christian P. Robert Victor Elvira Nicholas G. Tawn Changye Wu 28 141 0 08 Apr 2018
Stochastic Gradient MCMC with Stale Gradients Changyou Chen Nan Ding Chunyuan Li Yizhe Zhang Lawrence Carin BDL 33 23 0 21 Oct 2016
Merging MCMC Subposteriors through Gaussian-Process Approximations Christopher Nemeth Chris Sherlock 22 49 0 27 May 2016
Simple, Scalable and Accurate Posterior Interval Estimation Cheng Li Sanvesh Srivastava David B. Dunson 16 54 0 13 May 2016
DECOrrelated feature space partitioning for distributed sparse regression Xiangyu Wang David B. Dunson Chenlei Leng 48 21 0 08 Feb 2016
Nonparametric Heterogeneity Testing For Massive Data Junwei Lu Guang Cheng Han Liu 14 19 0 23 Jan 2016
Orthogonal parallel MCMC methods for sampling and optimization Luca Martino Victor Elvira D. Luengo J. Corander F. Louzada 37 74 0 30 Jul 2015
Statistical Methods and Computing for Big Data Chun Wang Ming-Hui Chen E. Schifano Jing Wu Jun Yan 38 128 0 27 Feb 2015