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spike-and-slab prior

17 papers

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Co-occurring keywords

bayesian inference (1907) variational inference (2069) expectation propagation (86) posterior sampling (152) tensor factorization (90) streaming inference (19) generative model (2892) bayesian neural network (201) posterior contraction (18) gibbs sampling (201)

Papers

Bayesian Sparse Gaussian Mixture Model for Clustering in High Dimensions JMLR 2025
Equation Discovery with Bayesian Spike-and-Slab Priors and Efficient Kernels AISTATS 2024
Asymptotic Properties for Bayesian Neural Network in Besov Space NIPS 2022
Information Directed Sampling for Sparse Linear Bandits NIPS 2021
Bayesian streaming sparse Tucker decomposition UAI 2021
Streaming Bayesian Deep Tensor Factorization ICML 2021
To Avoid the Pitfall of Missing Labels in Feature Selection: A Generative Model Gives the Answer AAAI 2020
Bayesian Model Selection with Graph Structured Sparsity JMLR 2020
Efficient Variational Inference for Sparse Deep Learning with Theoretical Guarantee NIPS 2020
Bayesian Joint Spike-and-Slab Graphical Lasso ICML 2019
Bayesian Inference for Spatio-temporal Spike-and-Slab Priors JMLR 2017
Select-and-Sample for Spike-and-Slab Sparse Coding NIPS 2016
Distributed Bayesian Posterior Sampling via Moment Sharing NIPS 2014
Generalized Spike-and-Slab Priors for Bayesian Group Feature Selection Using Expectation Propagation JMLR 2013
Auxiliary-variable Exact Hamiltonian Monte Carlo Samplers for Binary Distributions NIPS 2013
Why MCA? Nonlinear sparse coding with spike-and-slab prior for neurally plausible image encoding NIPS 2012
Regulator Discovery from Gene Expression Time Series of Malaria Parasites: a Hierachical Approach NIPS 2007