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regularized m-estimators

5 papers

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Co-occurring keywords

restricted strong convexity (12) composite gradient descent (2) statistical learning theory (82) nonconvex optimization (316) decomposable regularizers (1) regularized m-estimation (2) high dimensional regression (15) high dimensional estimation (4) convergence rate (607) confidence interval (146)

Papers

Derivatives and residual distribution of regularized M-estimators with application to adaptive tuning COLT 2022
Regularized M-estimators with Nonconvexity: Statistical and Algorithmic Theory for Local Optima JMLR 2015
Confidence Intervals and Hypothesis Testing for High-Dimensional Regression JMLR 2014
Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima NIPS 2013
A unified framework for high-dimensional analysis of $M$-estimators with decomposable regularizers NIPS 2009