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

Locally Adaptive Factor Processes for Multivariate Time Series JMLR 2014
A Block-Coordinate Descent Approach for Large-scale Sparse Inverse Covariance Estimation NIPS 2014
Elementary Estimators for Sparse Covariance Matrices and other Structured Moments ICML 2014
High-Dimensional Covariance Decomposition into Sparse Markov and Independence Models JMLR 2014
Locally Adaptive Bayesian Multivariate Time Series NIPS 2013
A Minimum Error Vanishing Point Detection Approach for Uncalibrated Monocular Images of Man-Made Environments CVPR 2013
Fantope Projection and Selection: A near-optimal convex relaxation of sparse PCA NIPS 2013
Sparse Matrix Inversion with Scaled Lasso JMLR 2013
Random Design Analysis of Ridge Regression COLT 2012
Transelliptical Component Analysis NIPS 2012
Multi-task Regression using Minimal Penalties JMLR 2012
Hierarchical Latent Dictionaries for Models of Brain Activation AISTATS 2012
On the Sample Complexity of Robust PCA NIPS 2012
Group Lasso Estimation of High-dimensional Covariance Matrices JMLR 2011
Learning Auto-regressive Models from Sequence and Non-sequence Data NIPS 2011
Learning Multiple Tasks with a Sparse Matrix-Normal Penalty NIPS 2010
Bayesian Learning in Sparse Graphical Factor Models via Variational Mean-Field Annealing JMLR 2010
Graphical Methods for Efficient Likelihood Inference in Gaussian Covariance Models JMLR 2008
Model Selection in Gaussian Graphical Models: High-Dimensional Consistency of \boldmath$\ell_1$-regularized MLE NIPS 2008
Covariance Estimation for High Dimensional Data Vectors Using the Sparse Matrix Transform NIPS 2008
Augmented Functional Time Series Representation and Forecasting with Gaussian Processes NIPS 2007
Learning Coordinate Covariances via Gradients JMLR 2006
Analytical Characterization of the Accuracy of SLAM without Absolute Orientation Measurements RSS 2006