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graphical lasso

31 papers

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Also known as

GLASSO GL

Co-occurring keywords

gaussian graphical model (106) graphical model (864) precision matrix (58) convex optimization (1321) sparse inverse covariance (23) sparse optimization (246) sparse precision matrix (8) precision matrix estimation (27) inverse covariance matrix (13) conditional independence (113)

Papers

Fair GLASSO: Estimating Fair Graphical Models with Unbiased Statistical Behavior NIPS 2024
Evidence Estimation in Gaussian Graphical Models Using a Telescoping Block Decomposition of the Precision Matrix JMLR 2024
DNNLasso: Scalable Graph Learning for Matrix-Variate Data AISTATS 2024
Methods for recovering conditional independence graphs (Abstract Reprint) IJCAI 2024
Sparse Graphical Linear Dynamical Systems JMLR 2024
Modeling Dependent Structure for Utterances in ASR Evaluation INTERSPEECH 2023
Tree-based Node Aggregation in Sparse Graphical Models JMLR 2022
Two-way Sparse Network Inference for Count Data AISTATS 2022
Thresholded Adaptive Validation: Tuning the Graphical Lasso for Graph Recovery AISTATS 2021
Simultaneous Change Point Inference and Structure Recovery for High Dimensional Gaussian Graphical Models JMLR 2021
Nonconvex Sparse Graph Learning under Laplacian Constrained Graphical Model NIPS 2020
Distributionally Robust Formulation and Model Selection for the Graphical Lasso AISTATS 2020
Learning Some Popular Gaussian Graphical Models without Condition Number Bounds NIPS 2020
Graphical Lasso and Thresholding: Equivalence and Closed-form Solutions JMLR 2019
Sparse Learning in Gaussian Chain Graphs for State Space Models PGM 2018
Large-Scale Sparse Inverse Covariance Estimation via Thresholding and Max-Det Matrix Completion ICML 2018
Graphical Nonconvex Optimization via an Adaptive Convex Relaxation ICML 2018
Learning the Network Structure of Heterogeneous Data via Pairwise Exponential Markov Random Fields AISTATS 2017
SVD-Based Screening for the Graphical Lasso IJCAI 2017
Scene Labeling Using Sparse Precision Matrix CVPR 2016
Equivalence of Graphical Lasso and Thresholding for Sparse Graphs JMLR 2016
Conditional Graphical Lasso for Multi-Label Image Classification CVPR 2016
Blossom Tree Graphical Models NIPS 2014
Discriminative Sparse Inverse Covariance Matrix: Application in Brain Functional Network Classification CVPR 2014
Efficient Dimensionality Reduction for High-Dimensional Network Estimation ICML 2014