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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:

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:

Zhu, Junjia

Title:

Essays on Monitoring Profile Data

Graduate Program:

Statistics

Keywords:

Profile Monitoring
Linear Profiles
Likelihood Ratio Test
Generalized Likelihood Ratio Test
Average Run Length
Statistical Process Control

File:

Download Zhu_phd_thesis_Final.pdf

Committee Members:

Dennis Kon Jin Lin, Committee Chair/Co-Chair
Donald Richards, Committee Member
Damla Senturk, Committee Member
Enrique Del Castillo, 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:

Bhat, Kabekode

Title:

Inference for Complex Computer Models and Large Multivariate Spatial Data with Applications to Climate Science

Graduate Program:

Statistics

Keywords:

computer experiments
Gaussian process
multivariate spatial data
spatiotemporal data
hierarchical Bayesian modeling
climate change

File:

Download Bhat-Dissertation.pdf

Committee Members:

Murali Haran, Dissertation Advisor/Co-Advisor
Murali Haran, Committee Chair/Co-Chair
Klaus Keller, Committee Chair/Co-Chair
Donald Richards, Committee Member
Rana Arnold, Committee Member
James Samuel Shortle, 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:

Romer, Megan M

Title:

The Statistical Analysis of Monotone Incomplete Multivariate Normal Data

Graduate Program:

Statistics

Keywords:

monotone imcomplete data
multivariate normal

File:

Download mythesis.pdf

Committee Members:

Donald Richards, Dissertation Advisor/Co-Advisor
Rana Arnold, Committee Chair/Co-Chair
Vernon Michael Chinchilli, Committee Member
Diane Marie Henderson, Committee Member
Donald Richards, 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 Hee

Title:

THRESHOLDING METHODS FOR HYPOTHESIS TESTING IN HANOVA

Graduate Program:

Statistics

Keywords:

Goodness-of-fit testing
Testing
High dimensional alternatives
HANOVA
Hard thresholding
Order thresholding

File:

Download MinHee-Dissertation.pdf

Committee Members:

Michael G Akritas, Dissertation Advisor/Co-Advisor
Michael G Akritas, Committee Chair/Co-Chair
Bing Li, Committee Member
Runze (Richard) Li, Committee Member
Leonid Berlyand, 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:

Hummel, Ruth M

Title:

IMPROVING ESTIMATION FOR EXPONENTIAL-FAMILY RANDOM GRAPH MODELS

Graduate Program:

Statistics

Keywords:

composite likelihood
penalized likelihood
pseudolikelihood
maximum likelihood estimation
exponential random graph model
bias correction
Mean value parameterization
%Maximum likelihood estimation
parameter estimation
Markov chain Monte Carlo
Exponential family random graph model
contrastive divergence
exponential families
convex hull

File:

Download RuthMHummel-Dissertation.pdf

Committee Members:

David Russell Hunter, Dissertation Advisor/Co-Advisor
David Russell Hunter, Committee Chair/Co-Chair
James Landis Rosenberger, Committee Member
Murali Haran, Committee Member
Scott David Gest, 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:

Roths, Scott

Title:

Generalized stepwise procedures for controlling the false discovery rate

Graduate Program:

Statistics

Keywords:

false discovery rate
stepwise procedures

File:

Download scott_roths_dissertation.pdf

Committee Members:

G Jogesh Babu, Dissertation Advisor/Co-Advisor
G Jogesh Babu, Committee Chair/Co-Chair
Debashis Ghosh, Committee Chair/Co-Chair
Bing Li, Committee Member
Stephen George Simpson, Committee Member

Author:

Tyekucheva, Svitlana

Title:

Augmenting the bootstrap to analyze high-dimensional genomic data

Graduate Program:

Statistics

Keywords:

large-p-small-n
bootstrap
resampling
regularization

File:

Download sv_thesis.pdf

Committee Members:

Francesca Chiaromonte, Committee Chair/Co-Chair
David Humter, Committee Member
Bing Li, Committee Member
Kateryna Dmytrivna Makova, Committee Member

Author:

Hiriote, Sasiprapa

Title:

Multivariate Concordance Correlation Coefficient

Graduate Program:

Statistics

Keywords:

measures of agreement
repeated measurement
concordance correlation coefficient

File:

Download PhDThesis_Sasiprapa_Hiriote.pdf

Committee Members:

Vernon Michael Chinchilli, Dissertation Advisor/Co-Advisor
Vernon M Chinchilli, Committee Chair/Co-Chair
Donald Richards, Committee Member
Bing Li, Committee Member
Tonya Sharp King, Committee Member
Peter Cm Molenaar, Committee Member

Author:

Liao, Shu-Min

Title:

HETEROSCEDASTIC UNBALANCED NESTED DESIGNS AND FULLY NONPARAMETRIC ANALYSIS OF COVARIANCE

Graduate Program:

Statistics

Keywords:

nested design
ancova
fully nonparametric model
statistical testing
heteroscedasticity
asymptotic theory

File:

Download ShuminLiao-Dissertation.pdf

Committee Members:

Michael G Akritas, Dissertation Advisor/Co-Advisor
Michael G Akritas, Committee Chair/Co-Chair
Rana Arnold, Committee Member
Francesca Chiaromonte, Committee Member
Vernon Michael Chinchilli, Committee Member

Author:

Ray, Surajit

Title:

Distance-based Model-Selection with application to the Analysis of Gene Expression Data

Graduate Program:

Statistics

Keywords:

Mixtture models
number of components
modality
Quadratic distance
Microarray

File:

Download surajit_thesis.pdf

Committee Members:

Bruce G. Lindsay, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
Francesca Chiaromonte, Committee Member
Benjamin Franklin Pugh, 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