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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:

Young, Derek Scott

Title:

A Study of Mixtures of Regressions

Graduate Program:

Statistics

Keywords:

bootstrap
EM algorithm
mixture models
regression
data depth

File:

Download Derek-Dissertation.pdf

Committee Members:

David Russell Hunter, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
G Jogesh Babu, Committee Member
Murali Haran, Committee Member
Hoben Thomas, Committee Member

Author:

Kim, Kion

Title:

THE RECENT HISTORY FUNCTIONAL LINEAR MODEL AND ITS EXTENSION TO SPARSE LONGITUDINAL DATA

Graduate Program:

Statistics

Keywords:

Functional Principal Component Analysis
Recent History Functional Linear Models
Longitudinal Data Analysis
Functional Linear Models
Functional Data Analysis
Varying Coefficient Models

File:

Download KionKim-Dissertation.pdf

Committee Members:

Damla Senturk, Dissertation Advisor/Co-Advisor
Damla Senturk, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Linda Marie Collins, Committee Member

Author:

Huang, Mian

Title:

NONPARAMETRIC TECHNIQUES IN FINITE MIXTURE OF REGRESSION MODELS

Graduate Program:

Statistics

Keywords:

mixture of regression models
nonparametric regression
EM algorithm
mixture of Gaussian processes

File:

Download Dissertation_MianHuang.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
David Russell Hunter, Committee Member
Bruce G Lindsay, Committee Member
Hoben Thomas, Committee Member

Author:

Hummel, Ruth M

Title:

IMPROVING ESTIMATION FOR EXPONENTIAL-FAMILY RANDOM GRAPH MODELS

Graduate Program:

Statistics

Keywords:

composite likelihood
penalized likelihood
pseudolikelihood
maximum likelihood estimation
exponential random graph model
bias correction
Mean value parameterization
%Maximum likelihood estimation
parameter estimation
Markov chain Monte Carlo
Exponential family random graph model
contrastive divergence
exponential families
convex hull

File:

Download RuthMHummel-Dissertation.pdf

Committee Members:

David Russell Hunter, Dissertation Advisor/Co-Advisor
David Russell Hunter, Committee Chair/Co-Chair
James Landis Rosenberger, Committee Member
Murali Haran, Committee Member
Scott David Gest, Committee Member

Author:

Benaglia, Tatiana A

Title:

NONPARAMETRIC ESTIMATION IN MULTIVARIATE FINITE MIXTURE MODELS

Graduate Program:

Statistics

Keywords:

Density Estimation
EM Algorithm
Nonparametric Mixture
Multivariate Mixture

File:

Download Benaglia_Dissertation.pdf

Committee Members:

Bruce G Lindsay, Committee Member
Thomas P Hettmansperger, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Hoben Thomas, Committee Member

Author:

Hammel, Tracey Ann-Wrobel

Title:

SEMIPARAMETRIC ESTIMATION FOR FINITE MIXTURE MODELS USING AN EXPONENTIAL TILT

Graduate Program:

Statistics

Keywords:

exponential tilting
empirical likelihood
repeated measures.

File:

Download thesismain.pdf

Committee Members:

Thomas P Hettmansperger, Dissertation Advisor/Co-Advisor
Thomas P Hettmansperger, Committee Chair/Co-Chair
Bruce Lindsay, Committee Member
David Russell Hunter, Committee Member
Hoben Thomas, 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:

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:

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