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Start Over Graduate Program Statistics Committee Member Runze Li Keyword variable selection

2. PENALIZED QUADRATIC INFERENCE FUNCTIONS FOR VARIABLE SELECTION IN LONGITUDINAL RESEARCH

open_access
Open Access
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

3. 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

4. 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

5. Joint Estimation of Multiple Graphical Models From Heterogeneous Subpopulations

open_access
Open Access
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