conftrace_

covariance estimation

98 papers

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Co-occurring keywords

high-dimensional statistics (145) differential privacy (1016) graphical model (864) covariance matrix (101) mean estimation (70) precision matrix (58) robust estimation (168) robust statistics (102) gaussian graphical model (106) sparse estimation (88)

Papers

Shared Subspace Models for Multi-Group Covariance Estimation JMLR 2019
Fast structure learning with modular regularization NIPS 2019
Fast Mean Estimation with Sub-Gaussian Rates COLT 2019
Graphical Lasso and Thresholding: Equivalence and Closed-form Solutions JMLR 2019
Random Matrix Improved Covariance Estimation for a Large Class of Metrics ICML 2019
High-dimensional multivariate forecasting with low-rank Gaussian Copula Processes NIPS 2019
Estimation of Graphical Models through Structured Norm Minimization JMLR 2018
Revealing Common Statistical Behaviors in Heterogeneous Populations ICML 2018
Estimation with Incomplete Data: The Linear Case IJCAI 2018
An $\ell_{\infty}$ Eigenvector Perturbation Bound and Its Application JMLR 2018
A Probability Weighted Beamformer for Noise Robust ASR INTERSPEECH 2018
Sparse PCA from Sparse Linear Regression NIPS 2018
A Lightweight Single-Camera Polarization Compass With Covariance Estimation ICCV 2017
Being Robust (in High Dimensions) Can Be Practical ICML 2017
On the Power of Truncated SVD for General High-rank Matrix Estimation Problems NIPS 2017
Computationally Efficient Robust Sparse Estimation in High Dimensions COLT 2017
Improved MVDR Beamforming Using Single-Channel Mask Prediction Networks INTERSPEECH 2016
A Bayesian method for reducing bias in neural representational similarity analysis NIPS 2016
A Well-Conditioned and Sparse Estimation of Covariance and Inverse Covariance Matrices Using a Joint Penalty JMLR 2016
Sparse PCA via Covariance Thresholding JMLR 2016
Data Selection for Within-Class Covariance Estimation INTERSPEECH 2016
Linear Response Methods for Accurate Covariance Estimates from Mean Field Variational Bayes NIPS 2015
Exact Bias Correction and Covariance Estimation for Stereo Vision CVPR 2015
A Novel M-Estimator for Robust PCA JMLR 2014
Distance-Based Network Recovery under Feature Correlation NIPS 2014