29 citations · 65 across the 21 of their papers we have counts for
Showing 2013Show all
3 papers · 1 filter
stat.ME2013★ 4 cited
Regularization after retention in ultrahigh dimensional linear regression models
Haolei Weng, Yang Feng, Xingye Qiao
In ultrahigh dimensional setting, independence screening has been both theoretically and empirically proved a useful variable selection framework with low computation cost. In this…
stat.ML2013★ 29 cited
Flexible High-dimensional Classification Machines and Their Asymptotic Properties
Xingye Qiao, Lingsong Zhang
Classification is an important topic in statistics and machine learning with great potential in many real applications. In this paper, we investigate two popular large margin class…
stat.ML2013★ 3 cited
Distance-weighted Support Vector Machine
Xingye Qiao, Lingsong Zhang
A novel linear classification method that possesses the merits of both the Support Vector Machine (SVM) and the Distance-weighted Discrimination (DWD) is proposed in this article.…