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Author:

Zhang, Zhe

Title:

Inference Methods for High-Dimensional Data: A Focus On Different Hypothesis Testing Problems

Graduate Program:

Statistics (PHD)

Keywords:

statistical inference
high dimension
marginal coordinate hypothesis
sufficient dimension reduction
partial linear model
power enhancement
linear hypothesis

File:

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Committee Members:

Murali Haran, Program Head/Chair
Bing Li, Major Field Member
Zhibiao Zhao, Major Field Member
Ming Wang, Outside Unit & Field Member
Runze Li, Chair & Dissertation Advisor

Author:

Tong, Zhaoxue

Title:

Robust Techniques for High-dimensional Data: Modern Approaches and Applications

Graduate Program:

Statistics (PHD)

Keywords:

feature screening
false discovery rate control
robust regression
and precision matrix estimation
feature screening
false discovery rate control
robust regression
precision matrix estimation
heavy-tailed data
model-free
strong oracle property
winsorization

File:

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Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Yanyuan Ma, Major Field Member
Bing Li, Major Field Member
Ming Wang, Outside Unit & Field Member
Runze Li, Chair & Dissertation Advisor

Author:

Cai, Zhanrui

Title:

New Statistical Tools for Independence and Conditional Independence

Graduate Program:

Statistics (PHD)

Keywords:

Online leaerning
dimension reduction
test of independence
test of conditional independence
causal discovery

File:

Download Zhanrui.pdf

Committee Members:

Bharath Kumar Sriperumbudur, Major Field Member
Yanyuan Ma, Major Field Member
Bing Li, Major Field Member
Ming Wang, Outside Unit & Field Member
Runze Li, Chair & Dissertation Advisor
Ephraim Mont Hanks, Program Head/Chair