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sparse estimation

88 papers

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Co-occurring keywords

graphical model (863) convex optimization (1320) gaussian graphical model (106) high-dimensional statistics (145) precision matrix (58) sparse optimization (246) sparse regression (175) inverse covariance (20) precision matrix estimation (27) alternating direction method of multiplier (145)

Papers

Trend Filtering on Graphs JMLR 2016
The Multiple Quantile Graphical Model NIPS 2016
Maximal Sparsity with Deep Networks? NIPS 2016
Generalized Direct Change Estimation in Ising Model Structure ICML 2016
Analysis of Variational Bayesian Factorizations for Sparse and Low-Rank Estimation ICML 2016
High Dimensional EM Algorithm: Statistical Optimization and Asymptotic Normality NIPS 2015
Swept Approximate Message Passing for Sparse Estimation ICML 2015
The Log-Shift Penalty for Adaptive Estimation of Multiple Gaussian Graphical Models AISTATS 2015
The flare Package for High Dimensional Linear Regression and Precision Matrix Estimation in R JMLR 2015
Vector-Space Markov Random Fields via Exponential Families ICML 2015
Non-convex Statistical Optimization for Sparse Tensor Graphical Model NIPS 2015
Robust Gaussian Graphical Modeling with the Trimmed Graphical Lasso NIPS 2015
Optimization Methods for Sparse Pseudo-Likelihood Graphical Model Selection NIPS 2014
The FASTCLIME Package for Linear Programming and Large-Scale Precision Matrix Estimation in R JMLR 2014
Gaussian Copula Precision Estimation with Missing Values AISTATS 2014
Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization NIPS 2013
Sparse/Robust Estimation and Kalman Smoothing with Nonsmooth Log-Concave Densities: Modeling, Computation, and Theory JMLR 2013
Large Scale Distributed Sparse Precision Estimation NIPS 2013
Sparse Inverse Covariance Estimation with Calibration NIPS 2013
Dirty Statistical Models NIPS 2013
Better Approximation and Faster Algorithm Using the Proximal Average NIPS 2013
Learning Heteroscedastic Models by Convex Programming under Group Sparsity ICML 2013
High-Dimensional Gaussian Graphical Model Selection: Walk Summability and Local Separation Criterion JMLR 2012
Transelliptical Graphical Models NIPS 2012
Super-Linear Convergence of Dual Augmented Lagrangian Algorithm for Sparsity Regularized Estimation JMLR 2011