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Author:

Dziak, John Joseph

Title:

PENALIZED QUADRATIC INFERENCE FUNCTIONS FOR VARIABLE SELECTION IN LONGITUDINAL RESEARCH

Graduate Program:

Statistics

Keywords:

SCAD
LASSO
QIF
GEE
generalized estimating equations
variable selection

File:

Download DziakDissertation.pdf

Committee Members:

Runze Li, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Bing Li, Committee Member
Linda Marie Collins, Committee Member

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

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

Author:

Moysidis, Ilias

Title:

Joint Estimation of Multiple Graphical Models From Heterogeneous Subpopulations

Graduate Program:

Statistics

Keywords:

Graphical Models
Joint estimation
heterogeneous subpopulations
neighborhood selection
variable selection
nonsmooth optimization
functional graphical models

File:

Download Ilias_Moysidis_-_Dissertation.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Bharath Kumar Sriperumbudur, Committee Member
Runze Li, Committee Member
Alexei Novikov, Outside Member
Ephraim Mont Hanks, Program Head/Chair