On Iterative Hard Thresholding Methods for High-dimensional M-Estimation

20 October 2014

Papers citing "On Iterative Hard Thresholding Methods for High-dimensional M-Estimation"

32 / 32 papers shown

Title
Tensor Methods in High Dimensional Data Analysis: Opportunities and Challenges Arnab Auddy Dong Xia Ming Yuan AI4CE 50 2 0 28 May 2024
Gradient Descent Converges Linearly for Logistic Regression on Separable Data Kyriakos Axiotis M. Sviridenko MLT 6 3 0 26 Jun 2023
Slow Kill for Big Data Learning Yiyuan She Jianhui Shen Adrian Barbu 30 3 0 02 May 2023
Score Attack: A Lower Bound Technique for Optimal Differentially Private Learning T. Tony Cai Yichen Wang Linjun Zhang 46 16 0 13 Mar 2023
Understanding Best Subset Selection: A Tale of Two C(omplex)ities Saptarshi Roy Ambuj Tewari Ziwei Zhu 20 0 0 16 Jan 2023
Stochastic Mirror Descent for Large-Scale Sparse Recovery Sasila Ilandarideva Yannis Bekri A. Juditsky Vianney Perchet 25 1 0 23 Oct 2022
Convergence of the mini-batch SIHT algorithm S. Damadi Jinglai Shen 14 2 0 29 Sep 2022
Robust Methods for High-Dimensional Linear Learning Ibrahim Merad Stéphane Gaïffas OOD 50 3 0 10 Aug 2022
Stability and Risk Bounds of Iterative Hard Thresholding Xiao-Tong Yuan P. Li 39 12 0 17 Mar 2022
AGGLIO: Global Optimization for Locally Convex Functions Debojyoti Dey B. Mukhoty Purushottam Kar 14 2 0 06 Nov 2021
DAGs with No Curl: An Efficient DAG Structure Learning Approach Yue Yu Tian Gao Naiyu Yin Q. Ji CML 30 59 0 14 Jun 2021
Learnable Embedding Sizes for Recommender Systems Siyi Liu Chen Gao Yihong Chen Depeng Jin Yong Li 61 83 0 19 Jan 2021
The Cost of Privacy in Generalized Linear Models: Algorithms and Minimax Lower Bounds T. Tony Cai Yichen Wang Linjun Zhang FedML 43 20 0 08 Nov 2020
Best subset selection is robust against design dependence Yongyi Guo Ziwei Zhu Jianqing Fan 13 7 0 03 Jul 2020
$Depth Descent Synchronization in $\mathrm{SO}(D)$$ Depth Descent Synchronization in $\mathrm{SO}(D)$ Tyler Maunu Gilad Lerman MDE 37 2 0 13 Feb 2020
Stochastic Iterative Hard Thresholding for Graph-structured Sparsity Optimization Baojian Zhou F. Chen Yiming Ying 29 7 0 09 May 2019
High Dimensional Robust $M$ -Estimation: Arbitrary Corruption and Heavy Tails L. Liu Tianyang Li C. Caramanis 21 14 0 24 Jan 2019
Zeroth-order Nonconvex Stochastic Optimization: Handling Constraints, High-Dimensionality and Saddle-Points Krishnakumar Balasubramanian Saeed Ghadimi ODL 14 100 0 17 Sep 2018
MISSION: Ultra Large-Scale Feature Selection using Count-Sketches Amirali Aghazadeh Ryan Spring Daniel LeJeune Gautam Dasarathy Anshumali Shrivastava Richard G. Baraniuk 10 32 0 12 Jun 2018
High Dimensional Robust Sparse Regression L. Liu Yanyao Shen Tianyang Li C. Caramanis 12 71 0 29 May 2018
Non-convex Optimization for Machine Learning Prateek Jain Purushottam Kar 33 479 0 21 Dec 2017
A Well-Tempered Landscape for Non-convex Robust Subspace Recovery Tyler Maunu Teng Zhang Gilad Lerman 24 63 0 13 Jun 2017
Guarantees for Greedy Maximization of Non-submodular Functions with Applications Yatao Bian J. M. Buhmann Andreas Krause Sebastian Tschiatschek 23 236 0 06 Mar 2017
Dual Iterative Hard Thresholding: From Non-convex Sparse Minimization to Non-smooth Concave Maximization Bo Liu Xiaotong Yuan Lezi Wang Qingshan Liu Dimitris N. Metaxas 18 16 0 01 Mar 2017
On Context-Dependent Clustering of Bandits Claudio Gentile Shuai Li Purushottam Kar Alexandros Karatzoglou Evans Etrue Giovanni Zappella 15 138 0 06 Aug 2016
Fast Algorithms for Demixing Sparse Signals from Nonlinear Observations Mohammadreza Soltani C. Hegde 27 29 0 03 Aug 2016
Nearly-optimal Robust Matrix Completion Yeshwanth Cherapanamjeri Kartik Gupta Prateek Jain 41 100 0 23 Jun 2016
Stochastic gradient descent methods for estimation with large data sets Dustin Tran Panos Toulis E. Airoldi 12 14 0 22 Sep 2015
Optimal Rates of Convergence for Noisy Sparse Phase Retrieval via Thresholded Wirtinger Flow T. Tony Cai Xiaodong Li Zongming Ma 29 232 0 10 Jun 2015
Robust Regression via Hard Thresholding Kush S. Bhatia Prateek Jain Purushottam Kar AAML OOD 13 156 0 08 Jun 2015
Convergence radius and sample complexity of ITKM algorithms for dictionary learning Karin Schnass 38 39 0 24 Mar 2015
Fast, Robust and Non-convex Subspace Recovery Gilad Lerman Tyler Maunu 38 77 0 24 Jun 2014