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Author:

Li, Jiahan

Title:

THE BAYESIAN LASSO, BAYESIAN SCAD AND BAYESIAN GROUP LASSO WITH APPLICATIONS TO GENOME-WIDE ASSOCIATION STUDIES

Graduate Program:

Statistics

Keywords:

lasso
variable selection
Bayesian approach
high-dimensional data

File:

Download JiahanLi-Dissertation.pdf

Committee Members:

Rongling Wu, Dissertation Advisor/Co-Advisor
Rongling Wu, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Tao Yao, Committee Member

Author:

Das, Kiranmoy

Title:

SEMI-PARAMETRIC BAYESIAN FUNCTIONAL MAPPING WITH IRREGULAR SPARSE LONGITUDINAL DATA

Graduate Program:

Statistics

Keywords:

Longitudinal data
functional mapping
MCMC

File:

Download Das_Kiranmoy_thesis.pdf

Committee Members:

Rongling Wu, Dissertation Advisor/Co-Advisor
Rongling Wu, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
Vernon Michael Chinchilli, Committee Member
Debashis Ghosh, Committee Member
Peter Cm Molenaar, 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:

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

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:

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:

Chen, Chixiang

Title:

Statistical Models for Recovering Dynamic Gene Networks from Static Data

Graduate Program:

Biostatistics

Keywords:

The Genotype-Tissue Expression
Disease progression
Network learning
Ordinary differential equations
Quasi-dynamic network

File:

Download CCX_Penn_State_University_dissertation.pdf

Committee Members:

Rongling Wu, Dissertation Advisor/Co-Advisor
Rongling Wu, Committee Chair/Co-Chair
Ming Wang, Committee Chair/Co-Chair
Vernon Michael Chinchilli, Committee Member
Joanna Floros, Outside Member
Runze Li, Committee Member
Xiang Zhan, Committee Member
Arthur Steven Berg, Program Head/Chair
Ming Wang, Dissertation Advisor/Co-Advisor

Author:

Cui, Shijie

Title:

Statistical Inference for High Dimensional Models

Graduate Program:

Statistics (PHD)

Keywords:

statistics
statistical inference
high dimension
partially linear single index
matrix
rank
double robust
measurement error
misspecified
sparse SVD

File:

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Committee Members:

Lingzhou Xue, Major Field Member
Yanyuan Ma, Major Field Member
Rongling Wu, Outside Unit & Field Member
Bing Li, Major Field Member
Runze Li, Chair & Dissertation Advisor
Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies

Author:

Zhao, Ye Alex

Title:

Tests of Hypotheses on Regression Coefficients in High-Dimensional Regression Models

Graduate Program:

Statistics (PHD)

Keywords:

high-dimensional inference
regression coefficient testing
hypothesis testing

File:

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Committee Members:

Ephraim Hanks, Professor in Charge/Director of Graduate Studies
Rongling Wu, Outside Unit & Field Member
Le Bao, Major Field Member
Runze Li, Chair & Dissertation Advisor
Ethan Fang, Major Field Member