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Author:

Seo, Byungtae

Title:

DOUBLY-SMOOTHED MAXIMUM LIKELIHOOD ESTIMATION

Graduate Program:

Statistics

Keywords:

Mixture models
Measurement error models
Minimum distance estimation
Nonparametric statistics
Kullback-Leibler distance
Kernel smoothing

File:

Download Seo_thesis.pdf

Committee Members:

Bruce G Lindsay, Committee Chair/Co-Chair
Bing Li, Committee Member
David Russell Hunter, Committee Member
Hung Yu Lin, Committee Member

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:

Zhang, Yiyun

Title:

Regularization Parameter Selection for Variable Selection in High-dimensional Modelling

Graduate Program:

Statistics

Keywords:

GLIM
LASSO
Penalized Likelihood
SCAD
Variable Selection

File:

Download yiyun_phd_final.pdf

Committee Members:

Prof Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
David Russell Hunter, Committee Member
Vernon Michael Chinchilli, Committee Member

Author:

Chung, Yeojin

Title:

LIKELIHOOD-TUNED DENSITY ESTIMATOR AND ITS APPLICATION TO CLUSTERING

Graduate Program:

Statistics

Keywords:

Nonparametric Density Estimation
Nonparametric Maximum Likelihood
Clustering
Bandwidth Selection
Nonparametric Mixture

File:

Download thesis.pdf

Committee Members:

Bruce G Lindsay / Jia Li, Dissertation Advisor/Co-Advisor
Bruce G Lindsay, Committee Chair/Co-Chair
Jia Li, Committee Chair/Co-Chair
Bing Li, Committee Member
David Russell Hunter, Committee Member
Jesse Louis Barlow, Committee Member

Author:

Lou, Lejia

Title:

Thresholded partial correlation approach for variable selection in linear models and partially linear models

Graduate Program:

Statistics

Keywords:

Variable Selection
Linear Model
Partially Linear Model
Nonparametric Regression

File:

Download LejiaLou-dissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Bing Li, Committee Member
Rongling Wu, Committee Member

Author:

Kim, Kyongwon

Title:

Dimension Reduction and Sufficient Graphical Models

Graduate Program:

Statistics

Keywords:

Sufficient Dimension Reduction
Post Dimension Reduction Statistical Inference
Graphical Models
Reproducing Kernel Hilbert Space

File:

Download Dissertation_Kyongwon_Kim.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Bharath Kumar Sriperumbudur, Committee Member
Rongling Wu, Outside Member
Ephraim Mont Hanks, Program Head/Chair