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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:

Yang, Ching Chi

Title:

Dimensional Analysis for Response Surface Methodology

Graduate Program:

Statistics

Keywords:

Dimension reduction
Function approximation
Optimization
Variable selection

File:

Download Dissertation_CCY_17May19.pdf

Committee Members:

Dennis Kon-Jin Lin, Dissertation Advisor/Co-Advisor
Dennis Kon-Jin Lin, Committee Chair/Co-Chair
Ephraim Mont Hanks, Committee Member
Le Bao, Committee Member
Fuqing Zhang, Outside Member

Author:

Yang, Haoyi

Title:

TOPICS ON THEORETICAL FOUNDATIONS OF HIGH-DIMENSIONAL STATISTICS

Graduate Program:

Statistics

Keywords:

High-dimensional statistics
Sparse principal component analysis (Sparse PCA)
Elastic-Net
Ladle statistics
Variable selection
P-value combination
Dependent tests
Asymptotic theory
Iterative thresholding
Theoretical guarantees
High-dimensional data analysis
Convergence guarantees
Statistical properties
Spiked covariance model
Bootstrap variability
Simulation studies
Real-world applications
Bootstrap

File:

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Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Lingzhou Xue, Chair & Dissertation Advisor
Bing Li, Major Field Member
Runze Li, Major Field Member
Qian Chen, Outside Unit & Field Member