78 citations · 190 across the 13 of their papers we have counts for
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math.ST2020★ 5 cited
A Statistical Learning Assessment of Huber Regression
Yunlong Feng, Qiang Wu
As one of the triumphs and milestones of robust statistics, Huber regression plays an important role in robust inference and estimation. It has also been finding a great variety of…
cs.LG2020
A Framework of Learning Through Empirical Gain Maximization
Yunlong Feng, Qiang Wu
We develop in this paper a framework of empirical gain maximization (EGM) to address the robust regression problem where heavy-tailed noise or outliers may present in the response…
cs.LG2020★ 8 cited
Optimal Rates of Distributed Regression with Imperfect Kernels
Hongwei Sun, Qiang Wu
Distributed machine learning systems have been receiving increasing attentions for their efficiency to process large scale data. Many distributed frameworks have been proposed for…