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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:

KIM, DAEYOUNG

Title:

MIXTURE INFERENCE AT THE EDGE OF IDENTIFIABILITY

Graduate Program:

Statistics

Keywords:

Local identifiability
Asymptotic identifiability
Nonidentifiability
Finite mixture models
Estimation of parameters
Labelling confidence

File:

Download Dissertation_DaeyoungKim_.pdf

Committee Members:

Bruce G Lindsay, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
Bing Li, Committee Member
Jia Li, Committee Member
James Z Wang, Committee Member

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:

Lee, Hyang Min

Title:

Variable Selection and Regularized Mixture Modeling for Clustering

Graduate Program:

Statistics

Keywords:

Modal EM
Ridgeline EM
Wrapper method
Aggregated distinctiveness
Gaussian mixture models
Covariance shrinkage
BIC-type penalized log-likelihood
Mixture model based clustering
Model regularization

File:

Download Hyang_Min_Lee-Dissertation.pdf

Committee Members:

Jia Li, Dissertation Advisor/Co-Advisor
Jia Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Donald Richards, Committee Member
Peng Liu, Committee Member

Author:

Dialsingh, Isaac

Title:

False Discovery Rates when the Statistics are Discrete

Graduate Program:

Statistics

Keywords:

false discovery rate
discrete test statistics

File:

Download Isaac_thesis.pdf

Committee Members:

Naomi S Altman, Dissertation Advisor/Co-Advisor
Naomi S Altman, Committee Chair/Co-Chair
Debashis Ghosh, Committee Member
James Landis Rosenberger, Committee Member
Bruce G Lindsay, Committee Member
Claude Walker Depamphilis, Committee Member
Runzi Li, Special Member

Author:

Sun, Jianping

Title:

Composite Likelihood in Long Sequence Data

Graduate Program:

Statistics

Keywords:

Markov chain likelihood
modified Hoeffding score
Hoeffding score
coposite likelihood
mutation
recombiantion

File:

Download phd_Jianping_Sun.pdf

Committee Members:

Bruce G Lindsay, Dissertation Advisor/Co-Advisor
Bruce G Lindsay, Committee Chair/Co-Chair
Debashis Ghosh, Committee Member
Bing Li, Committee Member
Rongling Wu, Committee Member

Author:

Li, Jiahan

Title:

THE BAYESIAN LASSO, BAYESIAN SCAD AND BAYESIAN GROUP LASSO WITH APPLICATIONS TO GENOME-WIDE ASSOCIATION STUDIES

Graduate Program:

Statistics

Keywords:

lasso
variable selection
Bayesian approach
high-dimensional data

File:

Download JiahanLi-Dissertation.pdf

Committee Members:

Rongling Wu, Dissertation Advisor/Co-Advisor
Rongling Wu, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Tao Yao, 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:

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:

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