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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:

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:

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:

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:

Tang, Zhihui

Title:

THREE TOPICS ON DIMENSION REDUCTION

Graduate Program:

Statistics

Keywords:

invariant aggregation
central space
dimension reduciton

File:

Download tang-Dissertation.pdf

Committee Members:

Bing Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Francesca Chiaromonte, Committee Member
Hongyuan Zha, Committee Member