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Author:

Yu, Ye

Title:

New Procedures for Cox's Model with High Dimensional Predicotrs

Graduate Program:

Statistics

Keywords:

Cox's model
Partial Likelihood
ultrahigh dimensional survival data
model selection consistency
Penalized Likelihood

File:

Download Ye_Dissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Member
Lingzhou Xue, Committee Member
Lan Kong, Committee Member

Author:

Cho, Youngjoo

Title:

Semiparametric Analysis of Failure Time Data in the Presence of Dependent Censoring

Graduate Program:

Statistics

Keywords:

Bivariate Data
Failure Times
Perturbation Method
Resampling
U-statistics
Causal Inference
Observational Study

File:

Download Youngjoo_Cho-Dissertation.pdf

Committee Members:

Debashis Ghosh, Dissertation Advisor/Co-Advisor
Debashis Ghosh, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Runze Li, Committee Member
Christopher Jon Zorn, Committee Member

Author:

Huang, Yuan

Title:

Projection Test for High-dimensional Mean Vectors with Optimal Direction

Graduate Program:

Statistics

Keywords:

High-dimensional data
Hotelling's T2 test
Projection test
One-sample problem
Two-sample problem

File:

Download YuanHuang_FinalVersion.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Naomi S Altman, Committee Member
Lan Kong, Committee Member
Aleksandra B Slavkovic, Committee Member

Author:

Wang, Yaqun

Title:

Inference of Gene Regulatory Network Based on Gene Expression Dynamics in Response to Environmental Signals

Graduate Program:

Statistics

Keywords:

Gene Regulatory Network
Gene Expression
Gene Cluster
DBN
Ordinary Differential Equation
Gene-Environment Interaction

File:

Download YaqunWang-Dissertation_Final.pdf

Committee Members:

Rongling Wu, Dissertation Advisor/Co-Advisor
Rongling Wu, Committee Chair/Co-Chair
Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Zhibiao Zhao, Committee Member
Donna Coffman, Committee Member

Author:

Wang, Ningtao

Title:

A Block Mixture Model To Map Eqtls For Gene Clustering

Graduate Program:

Statistics

Keywords:

block mixture model
eQTL
gene cluster

File:

Download Ningtao_Wang-Dissertation.pdf

Committee Members:

Rongling Wu, Dissertation Advisor/Co-Advisor
Runze Li, Dissertation Advisor/Co-Advisor
Lingzhou Xue, Committee Member
John Edward Carlson, Committee Member

Author:

Song, Won Chul

Title:

Nonparametric Independence Screening And Test-based Screening Via The Variance Of The Regression Function

Graduate Program:

Statistics

Keywords:

Sure independence screening
test-based screening
Ultrahigh dimensionality

File:

Download WonchulSong_Dissertation.pdf

Committee Members:

Michael G Akritas, Dissertation Advisor/Co-Advisor
Runze Li, Committee Member
Dennis Kon Jin Lin, Committee Member
Jingzhi Huang, Special 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:

Xu, Zhuying

Title:

Locally Stationary Quantile Regression For Inflation and Interest Rates

Graduate Program:

Statistics

Keywords:

Locally stationary model; Nonparametric estimation; Quantile reg

File:

Download zhuying-Dissertation__1_.pdf

Committee Members:

Zhibiao Zhao, Dissertation Advisor/Co-Advisor
Runze Li, Committee Member
Bing Li, Committee Member
Fuqing Zhang, Committee Member

Author:

Chu, Wanghuan

Title:

Feature Screening For Ultra-high Dimensional Longitudinal Data

Graduate Program:

Statistics

Keywords:

Feature screening
ultra-high dimensional data
longitudinal genetic study

File:

Download Chu_Thesis.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Matthew Reimherr, Committee Member
Lingzhou Xue, Committee Member
Donna Coffman, Outside Member

Author:

Artemiou, Andreas A

Title:

Topics on Supervised and Unsupervised Dimension Reduction

Graduate Program:

Statistics

Keywords:

Unitary invariance
Regression
Kernel principal components
Sufficient Dimension Reduction
Support Vector Machines

File:

Download Dissertation_doc.pdf

Committee Members:

Bing Li, Committee Chair/Co-Chair
Runze Li, Committee Member
Michael Akritas, Committee Member
Francesca Chiaromonte, Committee Member
Adam Smith, Committee Member