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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:

Jiang, Yuejiao

Title:

Estimation and forecasting methodologies for nonparametric regression models via dynamic linear models

Graduate Program:

Statistics

Keywords:

nonparametric regression models
dynamic linear models

File:

Download YuejiaoJiangdissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Jingzhi Huang, Committee Member
Murali Haran, Committee Member
Aleksandra B Slavković, Committee Member
Runze Li, Committee Chair/Co-Chair

Author:

Wang, Yu

Title:

Nonlinear Dimension Reduction in Feature Space

Graduate Program:

Statistics

Keywords:

Dimension Reduction
Feature Space

File:

Download NDRFS.pdf

Committee Members:

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

Author:

Chen, Zhe

Title:

hierarchical bayesian model development with applications in marketing

Graduate Program:

Statistics

Keywords:

hierarchical bayesian model
MNP model
MDS

File:

Download Zhe.pdf

Committee Members:

Duncan Fong, Dissertation Advisor/Co-Advisor
Duncan Fong, Committee Chair/Co-Chair
Rana Arnold, Committee Member
Murali Haran, Committee Member
Ping Xu, Committee Member
Wayne Desarbo, Special Member

Author:

Zhang, Zhe

Title:

New modeling Procedures for Functional Data in Computer Experiments

Graduate Program:

Statistics

Keywords:

functional linear model
functional ANOVA decomposition
multivariate kriging
computer experiment
semi-varying coefficient model
back-fitting algorithm

File:

Download mythesis.pdf

Committee Members:

Runze Li, Committee Chair/Co-Chair
James Landis Rosenberger, Committee Member
John Fricks, Committee Member
Timothy William Simpson, Committee Member

Author:

Zambom, Adriano Zanin

Title:

Hypothesis Testing and Variable Selection in Nonparametric Regression

Graduate Program:

Statistics

Keywords:

Hypothesis Testing
Variable Selection
Backward Elimination
Nonparametric Regression
False Discovery Rate
ANOVA-type tests

File:

Download Adriano_Dissertation.pdf

Committee Members:

Michael G Akritas, Dissertation Advisor/Co-Advisor
Michael G Arkitas, Committee Chair/Co-Chair
Runze Li, Committee Member
Bing Li, Committee Member
Adam Smith, Special Member

Author:

Changpetch, Pannapa

Title:

Model Selection for Logistic Regression via Association Rules Analysis

Graduate Program:

Statistics

Keywords:

association rules analysis
interaction effects
logistic regression models
model selection
equivalent models

File:

Download Thesis_Pannapa_Changpetch_final_version2.pdf

Committee Members:

Dennis Kon Jin Lin, Dissertation Advisor/Co-Advisor
Dennis Kon Jin Lin, Committee Chair/Co-Chair
Rana Arnold, Committee Member
Dr Yu Zhang, Committee Member
Harriet Black Nembhard, Committee Member

Author:

Vu, Duy Quang

Title:

Statistical Models and Algorithms for Large Network Analysis

Graduate Program:

Statistics

Keywords:

network work analysis
survival modeling
dynamic network formation
latent class modeling

File:

Download DuyVu-Dissertation.pdf

Committee Members:

David Russell Hunter, Dissertation Advisor/Co-Advisor
C Lee Giles, Committee Member
Debashis Ghosh, Committee Member
Aleksandra B Slavkovic, Committee Member

Author:

Wang, Qing

Title:

Investigation of topics in U-statistics and their applications in risk estimation and cross-validation

Graduate Program:

Statistics

Keywords:

cross-validation
kernel estimator
likelihood risk
model selection
partition resampling
variance estimation
U-statistics

File:

Download PhDThesis_Qing.pdf

Committee Members:

Bruce G. Lindsay, Dissertation Advisor/Co-Advisor
Bruce G. Lindsay, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
David Russell Hunter, Committee Member
Rongling Wu, Committee Member