Robust Gaussian Graphical Modeling with the Trimmed Graphical Lasso

28 October 2015

Papers citing "Robust Gaussian Graphical Modeling with the Trimmed Graphical Lasso"

15 / 15 papers shown

Title
Score Matching With Missing Data Josh Givens Song Liu Henry W. J. Reeve 142 2 0 31 May 2025
Fairness-Aware Estimation of Graphical ModelsNeural Information Processing Systems (NeurIPS), 2024 Zhuoping Zhou Davoud Ataee Tarzanagh Bojian Hou Qi Long Li Shen 165 2 0 30 Aug 2024
Robust Model Selection of Gaussian Graphical Models Abrar Zahin Rajasekhar Anguluri Lalitha Sankar O. Kosut Gautam Dasarathy 155 0 0 10 Nov 2022
Robust Estimation of Tree Structured Ising Models A. Katiyar Vatsal Shah Constantine Caramanis TPM 153 11 0 10 Jun 2020
Trimmed Constrained Mixed Effects Models: Formulations and AlgorithmsbioRxiv (bioRxiv), 2019 P. Zheng Ryan Barber Reed J. D. Sorensen Christopher J. L. Murray Aleksandr Aravkin 134 138 0 24 Sep 2019
A unified sparse optimization framework to learn parsimonious physics-informed models from dataIEEE Access (IEEE Access), 2019 Kathleen P. Champion P. Zheng Aleksandr Aravkin Steven L. Brunton J. Nathan Kutz AI4CE 147 149 0 25 Jun 2019
Distributionally Robust Formulation and Model Selection for the Graphical LassoInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2019 Pedro Cisneros-Velarde Sang-Yun Oh Alexander Petersen OOD 190 12 0 22 May 2019
Robust estimation of tree structured Gaussian Graphical Model A. Katiyar Jessica Hoffmann Constantine Caramanis CML 155 15 0 25 Jan 2019
High Dimensional Robust $M$ -Estimation: Arbitrary Corruption and Heavy Tails Liu Liu Tianyang Li Constantine Caramanis 159 14 0 24 Jan 2019
Anomaly Detection via Graphical Lasso Haitao Liu Randy C. Paffenroth Jian Zou Chong Zhou 67 2 0 10 Nov 2018
Trimmed Density Ratio Estimation Song Liu Akiko Takeda Taiji Suzuki Kenji Fukumizu 78 21 0 09 Mar 2017
On the Sample Complexity of Graphical Model Selection for Non-Stationary Processes Nguyen Tran Quang Oleksii Abramenko A. Jung 301 4 0 17 Jan 2017
A SMART Stochastic Algorithm for Nonconvex Optimization with Applications to Robust Machine Learning Aleksandr Aravkin Damek Davis 282 21 0 04 Oct 2016
A General Family of Trimmed Estimators for Robust High-dimensional Data Analysis Eunho Yang A. Lozano Aleksandr Aravkin 112 10 0 26 May 2016
Non-smooth Variable Projection Aleksandr Aravkin Dmitriy Drusvyatskiy 422 8 0 19 Jan 2016