On the Computational Complexity of High-Dimensional Bayesian Variable Selection

29 May 2015

Papers citing "On the Computational Complexity of High-Dimensional Bayesian Variable Selection"

17 / 17 papers shown

Title
Lower bounds on the rate of convergence for accept-reject-based Markov chains in Wasserstein and total variation distances Austin R. Brown Galin L. Jones 24 3 0 12 Dec 2022
Scalable Spike-and-Slab N. Biswas Lester W. Mackey Xiao-Li Meng GP 35 11 0 04 Apr 2022
Bayesian inference on hierarchical nonlocal priors in generalized linear models Xuan Cao Kyoungjae Lee 35 1 0 14 Mar 2022
Order-based Structure Learning without Score Equivalence Hyunwoong Chang James Cai Quan Zhou CML OffRL 29 3 0 10 Feb 2022
Bayesian Nonlinear Models for Repeated Measurement Data: An Overview, Implementation, and Applications Se Yoon Lee 21 18 0 28 Jan 2022
Approximate Laplace approximations for scalable model selection D. Rossell Oriol Abril A. Bhattacharya 19 15 0 14 Dec 2020
Reversible Jump PDMP Samplers for Variable Selection Augustin Chevallier Paul Fearnhead Matthew Sutton 21 18 0 22 Oct 2020
Model Based Screening Embedded Bayesian Variable Selection for Ultra-high Dimensional Settings Dongjin Li Somak Dutta Vivekananda Roy 6 11 0 13 Jun 2020
Monte Carlo Approximation of Bayes Factors via Mixing with Surrogate Distributions Chenguang Dai Jun S. Liu 23 7 0 12 Sep 2019
Convergence Analysis of a Collapsed Gibbs Sampler for Bayesian Vector Autoregressions Karl Oskar Ekvall Galin L. Jones 16 16 0 06 Jul 2019
Nearly optimal Bayesian Shrinkage for High Dimensional Regression Qifan Song F. Liang 16 76 0 24 Dec 2017
Targeted Random Projection for Prediction from High-Dimensional Features Minerva Mukhopadhyay David B. Dunson 23 15 0 06 Dec 2017
Complexity Results for MCMC derived from Quantitative Bounds Jun Yang Jeffrey S. Rosenthal 31 23 0 02 Aug 2017
Bayesian Sparse Linear Regression with Unknown Symmetric Error Minwoo Chae Lizhen Lin David B. Dunson 33 15 0 06 Aug 2016
The Future of Data Analysis in the Neurosciences D. Bzdok B. Yeo AI4CE 16 5 0 05 Aug 2016
A General Framework for Bayes Structured Linear Models Chao Gao A. van der Vaart Harrison H. Zhou 45 57 0 06 Jun 2015
Convergence rate of Markov chain methods for genomic motif discovery D. Woodard Jeffrey S. Rosenthal 60 16 0 12 Mar 2013