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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