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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

Author:

Zhang, Zhe

Title:

New modeling Procedures for Functional Data in Computer Experiments

Graduate Program:

Statistics

Keywords:

functional linear model
functional ANOVA decomposition
multivariate kriging
computer experiment
semi-varying coefficient model
back-fitting algorithm

File:

Download mythesis.pdf

Committee Members:

Runze Li, Committee Chair/Co-Chair
James Landis Rosenberger, Committee Member
John Fricks, Committee Member
Timothy William Simpson, Committee Member

Author:

Zhang, Ying

Title:

New Models For Conditional Covariance Matrix

Graduate Program:

Statistics

Keywords:

covariance estimation
smoothing spline
Cholesky decomposition
local linear regression
semi-parametric regression

File:

Download Thesis_Ying.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
Zhibiao Zhao, Committee Member
Qiang Du, Committee Member

Author:

Zhang, Lu

Title:

BAYESIAN ANALYSIS OF MULTIVARIATE REGIME SWITCHING COVARIANCE MODEL

Graduate Program:

Statistics

Keywords:

dynamic covariance
state space model
Markov Chain Monte Carlo (MCMC)
bayesian analysis
stochastic volatility
time series analysis

File:

Download Lu-Dissertation.pdf

Committee Members:

John Liechty, Committee Chair/Co-Chair
Runze Li, Committee Member
Murali Haran, Committee Member
Timothy Simin, Committee Member
James Landis Rosenberger, Committee Member

Author:

Zhang, Ling

Title:

Procedures for Feature Screening and Interaction Identification in High-dimensional Data Modelling

Graduate Program:

Statistics

Keywords:

Sure Joint ScreeningFeature Screening
Interaction Identification
``King'' Variable
Interaction Types
Iteratively Kings' Forests
Feature Screening
Interaction Identification
Iteratively Kings' Forests
Sure Joint Screening
Cox Model

File:

Download Dissertation_of_Ling_Zhang.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Zhibiao Zhao, Committee Member
Yanyuan Ma, Committee Member
Rongling Wu, Outside Member