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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:

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

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:

Cai, Xizhen

Title:

model selection and survival analysis with application to large time-varying networks

Graduate Program:

Statistics

Keywords:

penalized likelihood
proportional odds models
profile likelihood
partial likelihood
case control.

File:

Download Dissertation_with_vita.pdf

Committee Members:

David Russell Hunter, Dissertation Advisor/Co-Advisor
Runze Li, Dissertation Advisor/Co-Advisor
Debashis Ghosh, Committee Member
Marcel Salathe, Committee Member

Author:

Liu, Xiaoyu

Title:

Joint Modeling of Longitudinal and Survival Data: New Models, Computing Techniques and Applications

Graduate Program:

Statistics

Keywords:

Joint modeling
Longitudinal Study
Survival Analysis
EM-algorithm
Nonparametric

File:

Download Dissertation_X.Liu_Submission.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Zhibiao Zhao, Committee Member
Stephanie Trea Lanza, Committee Member

Author:

ZHU, XIAOTIAN

Title:

Non-Parametric Finite Multivariate Mixture Models with Applications

Graduate Program:

Statistics

Keywords:

mixture model
conditional independence
nonparametric estimation
penalized smoothed likelihood
independent component analysis

File:

Download XTZ_Dissertation.pdf

Committee Members:

David Russell Hunter, Dissertation Advisor/Co-Advisor
David Russell Hunter, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Le Bao, Committee Member
John C Liechty, Committee Member
Stephanie Trea Lanza, Committee Member
Runze Li, Committee Member

Author:

Cho, Youngjoo

Title:

Semiparametric Analysis of Failure Time Data in the Presence of Dependent Censoring

Graduate Program:

Statistics

Keywords:

Bivariate Data
Failure Times
Perturbation Method
Resampling
U-statistics
Causal Inference
Observational Study

File:

Download Youngjoo_Cho-Dissertation.pdf

Committee Members:

Debashis Ghosh, Dissertation Advisor/Co-Advisor
Debashis Ghosh, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Runze Li, Committee Member
Christopher Jon Zorn, Committee Member

Author:

Huang, Yuan

Title:

Projection Test for High-dimensional Mean Vectors with Optimal Direction

Graduate Program:

Statistics

Keywords:

High-dimensional data
Hotelling's T2 test
Projection test
One-sample problem
Two-sample problem

File:

Download YuanHuang_FinalVersion.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Naomi S Altman, Committee Member
Lan Kong, Committee Member
Aleksandra B Slavkovic, Committee Member