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horseshoe prior

10 papers

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Co-occurring keywords

bayesian inference (1907) variational inference (2069) graphical model (864) bayesian neural network (201) structured sparsity (89) high-dimensional regression (142) precision matrix (58) markov chain monte carlo (725) model compression (3302) probabilistic model (476)

Papers

Evidence Estimation in Gaussian Graphical Models Using a Telescoping Block Decomposition of the Precision Matrix JMLR 2024
Encoding Domain Knowledge in Multi-view Latent Variable Models: A Bayesian Approach with Structured Sparsity AISTATS 2023
Learning Compositional Sparse Gaussian Processes with a Shrinkage Prior AAAI 2021
T-LoHo: A Bayesian Regularization Model for Structured Sparsity and Smoothness on Graphs NIPS 2021
Fast Bayesian Inference of Sparse Networks with Automatic Sparsity Determination JMLR 2020
Scalable Approximate MCMC Algorithms for the Horseshoe Prior JMLR 2020
Model Selection in Bayesian Neural Networks via Horseshoe Priors JMLR 2019
Structured Variational Learning of Bayesian Neural Networks with Horseshoe Priors ICML 2018
On the Hyperprior Choice for the Global Shrinkage Parameter in the Horseshoe Prior AISTATS 2017
Learning Feature Selection Dependencies in Multi-task Learning NIPS 2013