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Author:

Antoniou, Efi Savvas

Title:

NONPARAMETRIC IMPUTATION AND (MID-) RANK TESTS FOR MIXED EFFECTS MODELS WITH MISSING DATA

Graduate Program:

Statistics

Keywords:

Kernel estimation
Nonparametric tests
Marginal nonparametric model
Nonparametric imputation
Missingness conditionally at random
Analysis of covariance
Nearest neighbor windows

File:

Download thesis.pdf

Committee Members:

Michael G Akritas, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
Runze Li, Committee Member
Linda Marie Collins, 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:

Xu, Hong

Title:

Contributions to Adatpive Web Sampling Designs

Graduate Program:

Statistics

Keywords:

cost
adaptive sampling
sampling
adaptive web sampling
resampling
nonresponses

File:

Download mythesis.pdf

Committee Members:

James Landis Rosenberger, Committee Chair/Co-Chair
Steve K Thompson, Committee Chair/Co-Chair
Vernon Michael Chinchilli, Committee Member
Runze Li, Committee Member
Mosuk Chow, Committee Member

Author:

Dziak, John Joseph

Title:

PENALIZED QUADRATIC INFERENCE FUNCTIONS FOR VARIABLE SELECTION IN LONGITUDINAL RESEARCH

Graduate Program:

Statistics

Keywords:

SCAD
LASSO
QIF
GEE
generalized estimating equations
variable selection

File:

Download DziakDissertation.pdf

Committee Members:

Runze Li, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Bing Li, Committee Member
Linda Marie Collins, Committee Member

Author:

Yang, Jingyun

Title:

Measurement of Agreement for Categorical Data

Graduate Program:

Statistics

Keywords:

multivariate kappa
kappa
Agreement

File:

Download dissertation0613.pdf

Committee Members:

Vernon Michael Chinchilli, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
Damla Senturk, Committee Member
Tonya Sharp King, 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:

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:

Das, Kiranmoy

Title:

SEMI-PARAMETRIC BAYESIAN FUNCTIONAL MAPPING WITH IRREGULAR SPARSE LONGITUDINAL DATA

Graduate Program:

Statistics

Keywords:

Longitudinal data
functional mapping
MCMC

File:

Download Das_Kiranmoy_thesis.pdf

Committee Members:

Rongling Wu, Dissertation Advisor/Co-Advisor
Rongling Wu, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
Vernon Michael Chinchilli, Committee Member
Debashis Ghosh, Committee Member
Peter Cm Molenaar, Committee Member

Author:

Yoo, Mina

Title:

MEASURES OF AGREEMENT IN METHOD COMPARISON STUDIES FOR INTENSIVE LONGITUDINAL DATA

Graduate Program:

Statistics

Keywords:

concordance correlation coefficient
varying coefficient models
partially linear models
mixed effects models
measurement agreement
intensive longitudinal data

File:

Download MinaYoo-Dissertation.pdf

Committee Members:

Dr Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Mosuk Chow, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Vernon Michael Chinchilli, 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:

Kim, Min Kyung

Title:

On Dimension Folding of Matrix or Array Valued Statistical Objects

Graduate Program:

Statistics

Keywords:

Kronecker Envelop
Directional Regression
Sliced Inverse Regression
Sliced Average Variance Estimate

File:

Download Minkyung-Dissertation.pdf

Committee Members:

Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Runze Li, Committee Member
C Lee Giles, Committee Member

Author:

Liu, Rong

Title:

MULTIPLE IMPUTATION FOR MISSING ITEMS IN MULTI-THEMED QUESTIONNAIRES

Graduate Program:

Statistics

Keywords:

factor model
EM algorithm
Markov chain Monte Carlo
incomplete data

File:

Download Rong_Liu.pdf

Committee Members:

Joseph Francis Schafer, Dissertation Advisor/Co-Advisor
Joseph Francis Schafer, Committee Chair/Co-Chair
Murali Haran, Committee Member
Runze Li, Committee Member
D Wayne Osgood, 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:

Wang, Yang

Title:

Varying-Coefficient Models: New Models, Inference Procedures, and Applications

Graduate Program:

Statistics

Keywords:

Monte Carlo simulation
semi-parametric
semiparametric
nonparametric regression
kernel regression
local likelihood
generalized likelihood ratio test
cross validation
Time-varying-coefficient model
Nonlinear
Local Linear
Varying-coefficient Model
forecasting
bandwidth
bootstraping
bootstrap

File:

Download phdthesis.pdf

Committee Members:

Runze Li, Committee Chair/Co-Chair
Jingzhi Huang, Committee Chair/Co-Chair
James Landis Rosenberger, Committee Member
Damla Senturk, 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:

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:

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:

Kurum, Esra

Title:

Joint Modeling of Longitudinal Binary and Continuous Responses: New Models, Statistical Procedures and Applications

Graduate Program:

Statistics

Keywords:

Joint Modeling
Longitudinal data analysis
Varying coefficient models
Partially linear models

File:

Download Dissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Naomi S Altman, Committee Member
Zhibiao Zhao, Committee Member
Stephanie Trea Lanza, Special Member