Website for High Dimension Classification

Lingsong Zhang

Last updates on May 13, 2008

(This website is still under construction, please contact me if you have questions)


This website is designed for some papers written by or collaborated with Lingsong Zhang. The related papers include

1. Lingsong Zhang and Xihong Lin (2008) Some Considerations for High Dimension Low Sample Size Classification.

2. Lingsong Zhang and Xihong Lin (2008) Sparse Distance Weighted Discrimination.

3. Michael C. Wu, Lingsong Zhang, Zhaoxi Wang, David C. Christianni and Xihong Lin (2008) Sparse linear discriminant analysis for testing the significance of gene sets and pathways.


This website provides some matlab codes for different classifiers.

1. Linear discriminant analysis code, which can be used to calcualte LDA, mean difference and the
"naive" Bayes method

2. Logistic regression code, which can be used to calculate the regular Logistic regresion and L2 logistic regression

3. Distance weighted discrimination method

4. Linear support vector machines

5. SCAD-support vector machine link to Halen Zhang's website

6. Sparse logistic regression methods.

7. Sparse Distance Weighted Discrimination methods.