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inverse covariance estimation

15 papers

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Co-occurring keywords

graphical model (864) inverse covariance (20) sparse inverse covariance (23) sparse estimation (88) inverse covariance matrix (13) sparse optimization (246) precision matrix (58) gaussian markov random field (26) graphical lasso (31) high-dimensional estimation (43)

Papers

Quadratic Sparse Gaussian Graphical Model Estimation Method for Massive Variables IJCAI 2020
Distributionally Robust Formulation and Model Selection for the Graphical Lasso AISTATS 2020
Inverse Covariance Estimation with Structured Groups IJCAI 2017
Generalized Pseudolikelihood Methods for Inverse Covariance Estimation AISTATS 2017
SVD-Based Screening for the Graphical Lasso IJCAI 2017
Fast Sparse Gaussian Markov Random Fields Learning Based on Cholesky Factorization IJCAI 2017
High-Dimensional Learning of Linear Causal Networks via Inverse Covariance Estimation JMLR 2014
Learning convolution filters for inverse covariance estimation of neural network connectivity NIPS 2014
Robust Inverse Covariance Estimation under Noisy Measurements ICML 2014
Sparse Inverse Covariance Estimation with Calibration NIPS 2013
Sparse Gaussian Conditional Random Fields: Algorithms, Theory, and Application to Energy Forecasting ICML 2013
On the Sample Complexity of Robust PCA NIPS 2012
Sparse Inverse Covariance Matrix Estimation Using Quadratic Approximation NIPS 2011
Efficient inference in matrix-variate Gaussian models with \iid observation noise NIPS 2011
High Dimensional Inverse Covariance Matrix Estimation via Linear Programming JMLR 2010