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Author:

Kim, Kyongwon

Title:

Dimension Reduction and Sufficient Graphical Models

Graduate Program:

Statistics

Keywords:

Sufficient Dimension Reduction
Post Dimension Reduction Statistical Inference
Graphical Models
Reproducing Kernel Hilbert Space

File:

Download Dissertation_Kyongwon_Kim.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Bharath Kumar Sriperumbudur, Committee Member
Rongling Wu, Outside Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Jiang, Yu

Title:

STATISTICAL METHODS FOR SOLVING PRACTICAL ISSUES IN METAANALYSIS OF GENETIC ASSOCIATION STUDIES OF SEQUENCE DATA

Graduate Program:

Biostatistics

Keywords:

GWAS
meta-analysis
conditional analysis
missing data
multi-allelic variants
tobacco and alcohol addictions.
tobacco and alcohol addictions

File:

Download dissertation.pdfDownload supporting_materials.zip

Committee Members:

Dajiang Liu, Dissertation Advisor/Co-Advisor
Dajiang Liu, Committee Chair/Co-Chair
Vernon M. Chinchilli, Committee Member
Rongling Wu, Committee Member
Patricia Sue Grigson Kennedy, Outside Member
Joshua Ethan Muscat, Committee Member
Arthur Steven Berg, Program Head/Chair

Author:

Sheng, Tianhong

Title:

Statistical Learning with Conditional Independence and Graphical Models

Graduate Program:

Statistics (PHD)

Keywords:

Conditional Independence
Graphical Models
Reproducing Kernel Hilbert Spaces
Cross-validation

File:

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Committee Members:

Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies
David Hunter, Major Field Member
Bharath Kumar Sriperumbudur, Co-Chair & Dissertation Advisor
Rongling Wu, Outside Unit & Field Member
Bing Li, Co-Chair & Dissertation Advisor

Author:

Wang, Xingyan

Title:

Statistical Methods for Aggregating Trans-Ancestry Genome Wide Association Summary Statistics & Its Applications to Nicotine & Alcohol Addiction Phenotypes

Graduate Program:

Biostatistics (PHD)

Keywords:

Trans-Ancestry
Meta-Analysis
GWAS
Smoking and Drinking addiction
Admixed Population
Fine-mapping
TWAS
Gene Set Enrichment Analysis

File:

No files available due to restrictions.

Committee Members:

Dajiang Liu, Chair & Dissertation Advisor
Jennifer Nyland, Outside Unit Member
Vernon Chinchilli, Major Field Member
Joshua Muscat, Outside Field Member
Rongling Wu, Major Field Member
Arthur Berg, Professor in Charge/Director of Graduate Studies

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

Author:

Wang, Jia

Title:

Topics on Variable Selection in High-Dimensional Data

Graduate Program:

Statistics (PHD)

Keywords:

Bayesian variable selection
High-dimensional data
Network analysis
Partially linear model
Time-varying network model

File:

Download Jia-Dissertation.pdf

Committee Members:

Lingzhou Xue, Major Field Member
David Hunter, Major Field Member
Rongling Wu, Outside Unit & Field Member
Runze Li, Chair & Dissertation Advisor
Ephraim Hanks, Program Head/Chair