Sparse Inverse Covariance Matrix Estimation Using Quadratic Approximation

13 June 2013

Inderjit S. Dhillon

Papers citing "Sparse Inverse Covariance Matrix Estimation Using Quadratic Approximation"

30 / 30 papers shown

Title
Learning the hub graphical Lasso model with the structured sparsity via an efficient algorithm Chengjing Wang Peipei Tang Wen-Bin He Meixia Lin 38 0 0 17 Aug 2023
GARNET: Reduced-Rank Topology Learning for Robust and Scalable Graph Neural Networks Chenhui Deng Xiuyu Li Zhuobo Feng Zhiru Zhang AAML 58 22 0 30 Jan 2022
Distributed Estimation of Sparse Inverse Covariances Tong Yao S. Sundaram 23 1 0 24 Sep 2021
Certifiably Optimal Sparse Inverse Covariance Estimation Dimitris Bertsimas Jourdain Lamperski J. Pauphilet 22 13 0 25 Jun 2019
Exploring Structure-Adaptive Graph Learning for Robust Semi-Supervised Classification Xiang Gao Wei Hu Zongming Guo GNN 20 1 0 23 Apr 2019
Capturing Between-Tasks Covariance and Similarities Using Multivariate Linear Mixed Models Aviv Navon Saharon Rosset 13 0 0 10 Dec 2018
Learning graphs from data: A signal representation perspective Xiaowen Dong D. Thanou Michael G. Rabbat P. Frossard 29 374 0 03 Jun 2018
An inexact subsampled proximal Newton-type method for large-scale machine learning Xuanqing Liu Cho-Jui Hsieh J. Lee Yuekai Sun 35 15 0 28 Aug 2017
Federated Multi-Task Learning Virginia Smith Chao-Kai Chiang Maziar Sanjabi Ameet Talwalkar FedML 17 1,781 0 30 May 2017
Horde of Bandits using Gaussian Markov Random Fields Sharan Vaswani Mark W. Schmidt L. Lakshmanan 21 14 0 07 Mar 2017
Randomized block proximal damped Newton method for composite self-concordant minimization Zhaosong Lu 19 11 0 01 Jul 2016
Optimization Methods for Large-Scale Machine Learning Léon Bottou Frank E. Curtis J. Nocedal 102 3,176 0 15 Jun 2016
A constrained L1 minimization approach for estimating multiple Sparse Gaussian or Nonparanormal Graphical Models Beilun Wang Ritambhara Singh Yanjun Qi 24 12 0 11 May 2016
New Optimisation Methods for Machine Learning Aaron Defazio 46 6 0 09 Oct 2015
High-dimensional robust precision matrix estimation: Cellwise corruption under $ε$ -contamination Po-Ling Loh X. Tan 23 30 0 24 Sep 2015
Dropping Convexity for Faster Semi-definite Optimization Srinadh Bhojanapalli Anastasios Kyrillidis Sujay Sanghavi 27 172 0 14 Sep 2015
Exact Hybrid Covariance Thresholding for Joint Graphical Lasso Qingming Tang Chao Yang Jian Peng Jinbo Xu 28 6 0 07 Mar 2015
Large-scale randomized-coordinate descent methods with non-separable linear constraints Sashank J. Reddi Ahmed S. Hefny Carlton Downey Kumar Avinava Dubey S. Sra 29 19 0 09 Sep 2014
L0 Sparse Inverse Covariance Estimation G. Marjanovic Alfred Hero 29 38 0 05 Aug 2014
Learning Laplacian Matrix in Smooth Graph Signal Representations Xiaowen Dong D. Thanou P. Frossard P. Vandergheynst 29 28 0 30 Jun 2014
Proximal Quasi-Newton for Computationally Intensive L1-regularized M-estimators Kai Zhong Ian En-Hsu Yen Inderjit S. Dhillon Pradeep Ravikumar 51 31 0 27 Jun 2014
Scalable sparse covariance estimation via self-concordance Anastasios Kyrillidis Rabeeh Karimi Mahabadi Quoc Tran-Dinh V. Cevher 40 13 0 13 May 2014
G-AMA: Sparse Gaussian graphical model estimation via alternating minimization Onkar Dalal B. Rajaratnam 22 26 0 13 May 2014
Practical Inexact Proximal Quasi-Newton Method with Global Complexity Analysis K. Scheinberg Xiaocheng Tang 39 81 0 26 Nov 2013
Composite Self-Concordant Minimization Quoc Tran-Dinh Anastasios Kyrillidis V. Cevher 49 94 0 13 Aug 2013
Node-Based Learning of Multiple Gaussian Graphical Models Karthika Mohan Palma London Maryam Fazel Daniela Witten Su-In Lee 36 206 0 21 Mar 2013
Proximal Newton-type methods for minimizing composite functions J. Lee Yuekai Sun M. Saunders 41 306 0 07 Jun 2012
Sparse Approximation via Penalty Decomposition Methods Zhaosong Lu Yong Zhang 47 208 0 10 May 2012
Convergence Properties of Kronecker Graphical Lasso Algorithms Theodoros Tsiligkaridis Alfred Hero Shuheng Zhou 51 76 0 03 Apr 2012
Learning a Common Substructure of Multiple Graphical Gaussian Models Satoshi Hara Takashi Washio CML 59 32 0 01 Mar 2012