Sparse Fisher's linear discriminant analysis for partially labeled data

Significance analysis of high-dimensional, low-sample size partially labeled data

(2016) Qiyi Lu et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

Does modeling lead to more accurate classification?: A study of relative efficiency in linear classification

(2015) Yoonkyung Lee et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Distance-weighted Support Vector Machine

(2015) Xingye Qiao et al.   Statistics and Its Interface

A direct approach to sparse discriminant analysis in ultra-high dimensions

(2012) Q. Mai et al.   BIOMETRIKA

A road to classification in high dimensional space: the regularized optimal affine discriminant

(2012) Jianqing Fan et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

A Note On the Connection and Equivalence of Three Sparse Linear Discriminant Analysis Methods

(2012) Qing Mai et al.   TECHNOMETRICS

Hard or Soft Classification? Large-Margin Unified Machines

(2011) Yufeng Liu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Penalized classification using Fisher's linear discriminant

(2011) Daniela M. Witten et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Sparse Discriminant Analysis

(2011) Line Clemmensen et al.   TECHNOMETRICS

Nearly unbiased variable selection under minimax concave penalty

(2010) Cun-Hui Zhang   ANNALS OF STATISTICS

The maximal data piling direction for discrimination

(2010) J. Ahn et al.   BIOMETRIKA

Weighted Distance Weighted Discrimination and Its Asymptotic Properties

(2010) Xingye Qiao et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

High-dimensional classification using features annealed independence rules

(2009) Jianqing Fan et al.   ANNALS OF STATISTICS

Sparse linear discriminant analysis for simultaneous testing for the significance of a gene set/pathway and gene selection

(2009) Michael C. Wu et al.   BIOINFORMATICS

Semi-supervised local Fisher discriminant analysis for dimensionality reduction

(2009) Masashi Sugiyama et al.   MACHINE LEARNING

Adaptive Weighted Learning for Unbalanced Multicategory Classification

(2008) Xingye Qiao et al.   BIOMETRICS

Statistical Significance of Clustering for High-Dimension, Low–Sample Size Data

(2008) Yufeng Liu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Variable selection for the multicategory SVM via adaptive sup-norm regularization

(2008) Hao Helen Zhang et al.   Electronic Journal of Statistics