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high-dimensional inference

48 papers

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bayesian inference (1904) graphical model (863) generalized linear model (138) statistical inference (146) hypothesis testing (254) variational inference (2069) markov chain monte carlo (724) asymptotic normality (66) confidence interval (145) debiased lasso (5)

Papers

High-Dimensional Gaussian Process Inference with Derivatives ICML 2021
SLOE: A Faster Method for Statistical Inference in High-Dimensional Logistic Regression NIPS 2021
Estimating the Lasso's Effective Noise JMLR 2021
Sharp Asymptotics and Optimal Performance for Inference in Binary Models AISTATS 2020
High-Dimensional Inference for Cluster-Based Graphical Models JMLR 2020
Statistical control for spatio-temporal MEG/EEG source imaging with desparsified mutli-task Lasso NIPS 2020
Projected Stein Variational Gradient Descent NIPS 2020
LR-GLM: High-Dimensional Bayesian Inference Using Low-Rank Data Approximations ICML 2019
Projected Stein Variational Newton: A Fast and Scalable Bayesian Inference Method in High Dimensions NIPS 2019
High Dimensional Inference in Partially Linear Models AISTATS 2019
Scaling the Poisson GLM to massive neural datasets through polynomial approximations NIPS 2018
Post-Regularization Inference for Time-Varying Nonparanormal Graphical Models JMLR 2018
Simultaneous Clustering and Estimation of Heterogeneous Graphical Models JMLR 2018
Optimal Errors and Phase Transitions in High-Dimensional Generalized Linear Models COLT 2018
Uncertainty Assessment and False Discovery Rate Control in High-Dimensional Granger Causal Inference ICML 2017
Inference for High-dimensional Exponential Family Graphical Models AISTATS 2016
High-dimensional Inference via Lipschitz Sparsity-Yielding Regularizers AISTATS 2013
Sensor Selection in High-Dimensional Gaussian Trees with Nuisances NIPS 2013
Fast interior-point inference in high-dimensional sparse, penalized state-space models AISTATS 2012
Transelliptical Graphical Models NIPS 2012
Stability Approach to Regularization Selection (StARS) for High Dimensional Graphical Models NIPS 2010
Resolution Limits of Sparse Coding in High Dimensions NIPS 2008
Phase transitions for high-dimensional joint support recovery NIPS 2008