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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:

Hui, Guodong

Title:

Matrix Distances With their Application to Finding Directional Deviations from normality in High-Dimensional Data

Graduate Program:

Statistics

Keywords:

non-normal direction
quadratic distance
eigenanalysis
Fisher information
projection pursuit
mixture model

File:

Download phd_thesis_guodong_hui.pdf

Committee Members:

Bruce G Lindsay, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
Runze Li, Committee Member
Jesse Louis Barlow, Committee Member

Author:

Dong, Yuexiao

Title:

Dimension Reduction for the Conditional Kth Moment via Central Solution Space

Graduate Program:

Statistics

Keywords:

dimension reduction space
central space
central solution space
central kth moment solution space
central kth moment space

File:

Download dong_master.pdf

Committee Members:

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

Author:

Li, Yan

Title:

Local Modeling For Data With Autocorrelations

Graduate Program:

Statistics

Keywords:

Multivariate
Autoregressions
Nonoparametric models
Variable Selection

File:

Download Yan_Li_Thesis.pdf

Committee Members:

Runze Li, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
David Russell Hunter, Committee Member
Jingzhi Huang, Committee Member

Author:

Feng, Yijia

Title:

Conditional Quantile Estimation with Neural Network Structure

Graduate Program:

Statistics

Keywords:

Nonparametric Regression
Quantile Regression
Neural Network
Robust Estimation

File:

Download ms_Feng.pdf

Committee Members:

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