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Start Over Committee Member Runze Li Committee Member Bing Li

1. 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

2. On Dimension Folding of Matrix or Array Valued Statistical Objects

open_access
Open Access
Author:
Kim, Min Kyung
Title:
On Dimension Folding of Matrix or Array Valued Statistical Objects
Graduate Program:
Statistics
Keywords:
Kronecker Envelop
Directional Regression
Sliced Inverse Regression
Sliced Average Variance Estimate
File:
Download Minkyung-Dissertation.pdf
Committee Members:
Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Runze Li, Committee Member
C Lee Giles, Committee Member

4. Dimension Reduction for the Conditional Kth Moment via Central Solution Space

open_access
Open Access
Author:
Dong, Yuexiao
Title:
Dimension Reduction for the Conditional Kth Moment via Central Solution Space
Graduate Program:
Statistics
Keywords:
dimension reduction space
central space
central solution space
central kth moment solution space
central kth moment space
File:
Download dong_master.pdf
Committee Members:
Bing Li, Thesis Advisor/Co-Advisor
Bing Li, Thesis Advisor/Co-Advisor
Runze Li, Thesis Advisor/Co-Advisor

5. Regularization Parameter Selection for Variable Selection in High-dimensional Modelling

open_access
Open Access
Author:
Zhang, Yiyun
Title:
Regularization Parameter Selection for Variable Selection in High-dimensional Modelling
Graduate Program:
Statistics
Keywords:
GLIM
LASSO
Penalized Likelihood
SCAD
Variable Selection
File:
Download yiyun_phd_final.pdf
Committee Members:
Prof Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
David Russell Hunter, Committee Member
Vernon Michael Chinchilli, Committee Member

6. Hypothesis Testing and Variable Selection in Nonparametric Regression

open_access
Open Access
Author:
Zambom, Adriano Zanin
Title:
Hypothesis Testing and Variable Selection in Nonparametric Regression
Graduate Program:
Statistics
Keywords:
Hypothesis Testing
Variable Selection
Backward Elimination
Nonparametric Regression
False Discovery Rate
ANOVA-type tests
File:
Download Adriano_Dissertation.pdf
Committee Members:
Michael G Akritas, Dissertation Advisor/Co-Advisor
Michael G Arkitas, Committee Chair/Co-Chair
Runze Li, Committee Member
Bing Li, Committee Member
Adam Smith, Special Member

8. Thresholded partial correlation approach for variable selection in linear models and partially linear models

open_access
Open Access
Author:
Lou, Lejia
Title:
Thresholded partial correlation approach for variable selection in linear models and partially linear models
Graduate Program:
Statistics
Keywords:
Variable Selection
Linear Model
Partially Linear Model
Nonparametric Regression
File:
Download LejiaLou-dissertation.pdf
Committee Members:
Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Bing Li, Committee Member
Rongling Wu, Committee Member

9. Efficient estimation and order determination for sufficient dimension reduction

open_access
Open Access
Author:
Luo, Wei
Title:
Efficient estimation and order determination for sufficient dimension reduction
Graduate Program:
Statistics
Keywords:
dimension reduction
order-determination
bootstrap
augmentation
semi-parametric
efficient estimation.
File:
Download dissertation_-_Wei_Luo.pdf
Committee Members:
Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Runze Li, Committee Member
Naomi S Altman, Committee Member
Jesse Louis Barlow, Committee Member

10. Approaches to reduce and integrate data in structured and high-dimensional regression problems in Genomics

open_access
Open Access
Author:
Liu, Yang
Title:
Approaches to reduce and integrate data in structured and high-dimensional regression problems in Genomics
Graduate Program:
Statistics
Keywords:
Data integration
Genomics
Ordinary least squares
Structured data
Sufficient dimension reduction
Variable selection
File:
Download YangLiu-Dissertation_081615.pdf
Committee Members:
Francesca Chiaromonte, Dissertation Advisor/Co-Advisor
Francesca Chiaromonte, Committee Chair/Co-Chair
Bing Li, Committee Member
Runze Li, Committee Member
Yu Zhang, Committee Member
Mary Poss, Committee Member