activity
20082018
most citedFlexible High-dimensional Classification Machines and Their Asymptotic Properties

29 citations · 86 across the 9 of their papers we have counts for

collaborators

9 papers

stat.ME2018

Exact and efficient inference for Partial Bayes problems

Yixuan Qiu, Lingsong Zhang, Chuanhai Liu

Bayesian methods are useful for statistical inference. However, real-world problems can be challenging using Bayesian methods when the data analyst has only limited prior knowledge…

stat.ME2017

Finite-sample bounds for the multivariate Behrens-Fisher distribution with proportional covariances

Yixuan Qiu, Lingsong Zhang

The Behrens-Fisher problem is a well-known hypothesis testing problem in statistics concerning two-sample mean comparison. In this article, we confirm one conjecture in Eaton and O…

stat.AP2014★ 18 cited

Modeling Light Curves for Improved Classification

Julian Faraway, Ashish Mahabal, Jiayang Sun +4

Many synoptic surveys are observing large parts of the sky multiple times. The resulting lightcurves provide a wonderful window to the dynamic nature of the universe. However, ther…

stat.AP2013★ 27 cited

Robust regularized singular value decomposition with application to mortality data

Lingsong Zhang, Haipeng Shen, Jianhua Z. Huang

We develop a robust regularized singular value decomposition (RobRSVD) method for analyzing two-way functional data. The research is motivated by the application of modeling human…

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.…