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Start Over Graduate Program Statistics Committee Member Runze Li Committee Member Bruce G Lindsay

1. Matrix Distances With their Application to Finding Directional Deviations from normality in High-Dimensional Data

open_access
Open Access
Author:
Hui, Guodong
Title:
Matrix Distances With their Application to Finding Directional Deviations from normality in High-Dimensional Data
Graduate Program:
Statistics
Keywords:
non-normal direction
quadratic distance
eigenanalysis
Fisher information
projection pursuit
mixture model
File:
Download phd_thesis_guodong_hui.pdf
Committee Members:
Bruce G Lindsay, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
Runze Li, Committee Member
Jesse Louis Barlow, Committee Member

2. THE BAYESIAN LASSO, BAYESIAN SCAD AND BAYESIAN GROUP LASSO WITH APPLICATIONS TO GENOME-WIDE ASSOCIATION STUDIES

open_access
Open Access
Author:
Li, Jiahan
Title:
THE BAYESIAN LASSO, BAYESIAN SCAD AND BAYESIAN GROUP LASSO WITH APPLICATIONS TO GENOME-WIDE ASSOCIATION STUDIES
Graduate Program:
Statistics
Keywords:
lasso
variable selection
Bayesian approach
high-dimensional data
File:
Download JiahanLi-Dissertation.pdf
Committee Members:
Rongling Wu, Dissertation Advisor/Co-Advisor
Rongling Wu, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Tao Yao, Committee Member

3. NONPARAMETRIC TECHNIQUES IN FINITE MIXTURE OF REGRESSION MODELS

open_access
Open Access
Author:
Huang, Mian
Title:
NONPARAMETRIC TECHNIQUES IN FINITE MIXTURE OF REGRESSION MODELS
Graduate Program:
Statistics
Keywords:
mixture of regression models
nonparametric regression
EM algorithm
mixture of Gaussian processes
File:
Download Dissertation_MianHuang.pdf
Committee Members:
Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
David Russell Hunter, Committee Member
Bruce G Lindsay, Committee Member
Hoben Thomas, Committee Member

5. feature screening and variable selection for ultrahigh dimensional data analysis

open_access
Open Access
Author:
Zhong, Wei
Title:
feature screening and variable selection for ultrahigh dimensional data analysis
Graduate Program:
Statistics
Keywords:
ultrahigh dimensionality
distance correlation
feature screening
sure screening property
variable selection
File:
Download PhD-Dissertation-Wei-Zhong-2012.pdf
Committee Members:
Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Dennis Kon Jin Lin, Committee Member
Jingzhi Huang, Committee Member

6. Non-Parametric Finite Multivariate Mixture Models with Applications

open_access
Open Access
Author:
ZHU, XIAOTIAN
Title:
Non-Parametric Finite Multivariate Mixture Models with Applications
Graduate Program:
Statistics
Keywords:
mixture model
conditional independence
nonparametric estimation
penalized smoothed likelihood
independent component analysis
File:
Download XTZ_Dissertation.pdf
Committee Members:
David Russell Hunter, Dissertation Advisor/Co-Advisor
David Russell Hunter, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Le Bao, Committee Member
John C Liechty, Committee Member
Stephanie Trea Lanza, Committee Member
Runze Li, Committee Member