Globally-convergent Iteratively Reweighted Least Squares for Robust
Regression Problems

Globally-convergent Iteratively Reweighted Least Squares for Robust Regression Problems

25 June 2020

Purushottam Kar

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Papers citing "Globally-convergent Iteratively Reweighted Least Squares for Robust Regression Problems"

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Title
$Iterative thresholding for non-linear learning in the strong $\varepsilon$-contamination model$ Iterative thresholding for non-linear learning in the strong $\varepsilon$ -contamination model Arvind Rathnashyam Alex Gittens 63 0 0 05 Sep 2024
Linear Regression using Heterogeneous Data Batches Ayush Jain Rajat Sen Weihao Kong Abhimanyu Das A. Orlitsky 56 3 0 05 Sep 2023
Near Optimal Heteroscedastic Regression with Symbiotic Learning Dheeraj Baby Aniket Das Dheeraj M. Nagaraj Praneeth Netrapalli 86 3 0 25 Jun 2023
Recovering Simultaneously Structured Data via Non-Convex Iteratively Reweighted Least Squares C. Kümmerle J. Maly 76 1 0 08 Jun 2023
Imbalanced Mixed Linear Regression Pini Zilber B. Nadler 56 5 0 29 Jan 2023
Corruption-tolerant Algorithms for Generalized Linear Models B. Mukhoty Debojyoti Dey Purushottam Kar 24 1 0 11 Dec 2022
Efficient List-Decodable Regression using Batches Abhimanyu Das Ayush Jain Weihao Kong Rajat Sen 86 4 0 23 Nov 2022
AGGLIO: Global Optimization for Locally Convex Functions Debojyoti Dey B. Mukhoty Purushottam Kar 55 2 0 06 Nov 2021
Robust and Differentially Private Mean Estimation Xiyang Liu Weihao Kong Sham Kakade Sewoong Oh OOD FedML 99 77 0 18 Feb 2021
Iteratively Reweighted Least Squares for Basis Pursuit with Global Linear Convergence Rate C. Kümmerle C. M. Verdun Dominik Stöger 44 15 0 22 Dec 2020
Outlier-robust sparse/low-rank least-squares regression and robust matrix completion Philip Thompson 89 9 0 12 Dec 2020
Tilted Empirical Risk Minimization Tian Li Ahmad Beirami Maziar Sanjabi Virginia Smith 91 135 0 02 Jul 2020
Online Robust Regression via SGD on the l1 loss Scott Pesme Nicolas Flammarion FedML 67 33 0 01 Jul 2020
Robust Meta-learning for Mixed Linear Regression with Small Batches Weihao Kong Raghav Somani Sham Kakade Sewoong Oh OOD 83 35 0 17 Jun 2020