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Author:

Kai, Bo

Title:

Variable Selection in Robust Linear Models

Graduate Program:

Statistics

Keywords:

robust regression
linear models
variable selection
SS penalty
oracle property

File:

Download MSThesis_Bo.pdf

Committee Members:

Runze Li, Thesis Advisor/Co-Advisor
Runze Li, Thesis Advisor/Co-Advisor

Author:

Yao, Weixin

Title:

On using mixtures and modes of mixtures in data analysis

Graduate Program:

Statistics

Keywords:

robust regression
label switching
mixtures

File:

Download thesisdraftnew.pdf

Committee Members:

Bruce G Lindsay, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
David Russell Hunter, Committee Member
Qiang Du, Committee Member

Author:

Feng, Yijia

Title:

Robust Nonparametric Function Estimation with Serially Correlated Data

Graduate Program:

Statistics

Keywords:

autoregressive process
local linear regression
robust regression

File:

Download Yijia_Feng_Thesis.pdf

Committee Members:

Dr. Runze Li, Committee Chair/Co-Chair
Dr. Damla Senturk, Committee Member
Dr. Fuqing Zhang, Committee Member
Dr. Zhibiao Zhao, Committee Member

Author:

Tong, Zhaoxue

Title:

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

Graduate Program:

Statistics

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