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Author:

Li, Zheng

Title:

Joint Modeling Recurrent Events and a Terminal Event with Frailty-copula Models

Graduate Program:

Biostatistics

Keywords:

Joint Frailty-copula Models
Bayesian Augmentation
Recurrent Events
Joint Frailty Model

File:

Download zheng_li.pdf

Committee Members:

Vernon Michael Chinchilli, Dissertation Advisor/Co-Advisor
Ming Wang, Committee Chair/Co-Chair
Runze Li, Committee Member
Nasrollah Ghahramani, Committee Member
Feng Yue, Outside Member

Author:

Yang, Songshan

Title:

NEW STATISTICAL ANALYTIC TOOLS FOR HIGH DIMENSIONAL DATA

Graduate Program:

Statistics

Keywords:

High Dimensional Data
Feature Screening
Statistical Inference

File:

Download YourName-Dissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
Matthew Logan Reimherr, Committee Member
Jingzhi Huang, Outside Member

Author:

Petrovich, Justin Peter

Title:

Functional Principal Component Analysis and Sparse Functional Regression

Graduate Program:

Statistics

Keywords:

functional data analysis
sparse functional data
FPCA
scalar-on-function regression

File:

Download JustinPetrovich-Dissertation.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Ephraim Mont Hanks, Committee Member
Stephanie Trea Lanza, Outside Member
Carrie Daymont, Special Member

Author:

Kang, Hyun Bin

Title:

Functional Manifold Data Analysis

Graduate Program:

Statistics

Keywords:

Functional Data Analysis
Shape Analysis
Object Oriented Data Analysis
Manifold Learning
Reproducing Kernel Hilbert Space

File:

Download HyunBinKang_dissertation.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Bing Li, Committee Member
Mark Shriver, Outside Member

Author:

Xie, Yue

Title:

On addressing nonconvexity, stochasticity and complementarity in mathematical optimization

Graduate Program:

Industrial Engineering

Keywords:

nonconvex optimization
stochastic optimization
statistical learning
algorithm
variational inequality
robust optimization

File:

Download Yue_Xie-Disseration_finalsubmitted_.pdf

Committee Members:

Uday V Shanbhag, Dissertation Advisor/Co-Advisor
Uday V Shanbhag, Committee Chair/Co-Chair
Necdet S Aybat, Committee Member
Tao Yao, Committee Member
Runze Li, Outside Member
Ethan Fang, Committee Member

Author:

Li, Changcheng

Title:

Topics in High-dimensional Statistical Inference

Graduate Program:

Statistics

Keywords:

Hotelling T2 test
Multiple sample mean test
Projection test
Two-sample mean test
Causal structural learning
Causal discovery
Causal graphical models
D-separation set
Generalized Method of Moments

File:

Download ChangchengLi-Dissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
Xingyuan Fang, Committee Member
Tao Yao, Outside Member

Author:

Wang, Xue

Title:

HIGH DIMENSIONAL STATISTICAL LEARNING AND DECISION MAKING

Graduate Program:

Industrial Engineering

Keywords:

High Dimensional Learning
Statistical Learning
Decision Making
Optimization

File:

Download Xue_Wang_Dissertation.pdf

Committee Members:

Tao Yao, Dissertation Advisor/Co-Advisor
Tao Yao, Committee Chair/Co-Chair
Vinayak V Shanbhag, Committee Member
Runze Li, Committee Member
Xingyuan Fang, Outside Member

Author:

Liu, Wanjun

Title:

New Statistical Tools for High-dimensional Data Modeling

Graduate Program:

Statistics

Keywords:

High-dimensional data
Hypothesis testing
Feature screening
Regularized method

File:

Download Wanjun_Dissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Lingzhou Xue, Committee Member
Xingyuan Fang, Committee Member
Tao Yao, Outside 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

Author:

Mirshani, Ardalan

Title:

Regularization Methods In Functional Data Analysis

Graduate Program:

Statistics

Keywords:

Functional Data
Differential Privacy
Hilbert Space
Variable Selection
Reproducing Kernel Hilbert Space
Oracle Property
Elastic Net
Smooth Estimate
Density Estimation

File:

Download PhD_Thesis__Ardalan_Mirshani_.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Francesca Chiaromonte, Committee Member
Kateryna Dmytrivna Makova, Outside Member
Ephraim Mont Hanks, Program Head/Chair