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Author:

Liu, Rong

Title:

MULTIPLE IMPUTATION FOR MISSING ITEMS IN MULTI-THEMED QUESTIONNAIRES

Graduate Program:

Statistics

Keywords:

factor model
EM algorithm
Markov chain Monte Carlo
incomplete data

File:

Download Rong_Liu.pdf

Committee Members:

Joseph Francis Schafer, Dissertation Advisor/Co-Advisor
Joseph Francis Schafer, Committee Chair/Co-Chair
Murali Haran, Committee Member
Runze Li, Committee Member
D Wayne Osgood, Committee Member

Author:

Liu, Jingyuan

Title:

Statistical Methods for Different Ultrahigh Dimensional Models

Graduate Program:

Statistics

Keywords:

ultrahigh dimension
varying coefficient model
partially linear model
feature screening

File:

Download dissertation_w_vita.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Rongling Wu, Committee Chair/Co-Chair
Vernon Michael Chinchilli, Committee Member
Dennis Kon Jin Lin, Committee Member
Liwang Cui, Special Member

Author:

Liu, Xiaoyu

Title:

Joint Modeling of Longitudinal and Survival Data: New Models, Computing Techniques and Applications

Graduate Program:

Statistics

Keywords:

Joint modeling
Longitudinal Study
Survival Analysis
EM-algorithm
Nonparametric

File:

Download Dissertation_X.Liu_Submission.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Zhibiao Zhao, Committee Member
Stephanie Trea Lanza, Committee Member

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

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:

Liu, Bingyuan

Title:

Topics on Nonconvex Learning

Graduate Program:

Statistics

Keywords:

Nonconvex optimization
machine learning
statistical learning
deep learning

File:

Download Thesis_BingyuanLiu.pdf

Committee Members:

Lingzhou Xue, Dissertation Advisor/Co-Advisor
Runze Li, Committee Member
Bing Li, Committee Member
Yanyuan Ma, Committee Member
Zihan Zhou, Outside Member
Ephraim Mont Hanks, Program Head/Chair
Lingzhou Xue, Committee Chair/Co-Chair