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Author:

Atiyat, Muhammad

Title:

A COMPARISON OF FREQUENTIST AND BAYESIAN APPROACHES FOR LINEAR GAUSSIAN PROCESS MODELS

Graduate Program:

Statistics

Keywords:

gaussian process model
spatial models

File:

Download MuhammadAtiyat-MSThesis.pdf

Committee Members:

Debashis Ghosh, Thesis Advisor/Co-Advisor
Murali Haran, Thesis Advisor/Co-Advisor

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:

Kuruppumullage Don, Prabhani

Title:

EVOLUTION CHARACTERISTICS OF ENSEMBLE FORECASTS THROUGH CLUSTERING

Graduate Program:

Statistics

Keywords:

ensemble forecasts
path clustering
Model-based clustering
cyclones

File:

Download ThesisPrabhaniFinal.pdf

Committee Members:

Francesca Chiaromonte, Thesis Advisor/Co-Advisor
Francesca Chiaromonte, Thesis Advisor/Co-Advisor

Author:

Wang, Qing

Title:

Topics in U-statistics and Risk Estimation

Graduate Program:

Statistics

Keywords:

U-statistics
resampling
nonparametric kernel density estimation
risk estimation

File:

Download MasterThesis_Qing.pdf

Committee Members:

Bruce G Lindsay, Thesis Advisor/Co-Advisor
Bruce G Lindsay, Thesis Advisor/Co-Advisor

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

Author:

Hammel, Tracey Ann-Wrobel

Title:

SEMIPARAMETRIC ESTIMATION FOR FINITE MIXTURE MODELS USING AN EXPONENTIAL TILT

Graduate Program:

Statistics

Keywords:

exponential tilting
empirical likelihood
repeated measures.

File:

Download thesismain.pdf

Committee Members:

Thomas P Hettmansperger, Dissertation Advisor/Co-Advisor
Thomas P Hettmansperger, Committee Chair/Co-Chair
Bruce Lindsay, Committee Member
David Russell Hunter, Committee Member
Hoben Thomas, Committee Member

Author:

Gaugler, Trent

Title:

Nonparametric Models for Crossed Mixed Effects Designs

Graduate Program:

Statistics

Keywords:

mixed effects models
hypothesis testing
nonparametric statistics
U-statistics
Neyman-Scott asymptotics

File:

Download TrentGaugler-Dissertation.pdf

Committee Members:

Michael G Akritas, Committee Chair/Co-Chair
Rana Arnold, Committee Member
Thomas P Hettmansperger, Committee Member
D Wayne Osgood, Committee Member

Author:

Recta, Virginia F.

Title:

A Model-based Analysis of Semicontinuous Spatial Data

Graduate Program:

Statistics

Keywords:

model-based geostatistics
zero-inflated data
spatial GLMM
semicontinuous data
two-stage model

File:

Download dissertation_VRECTA_final.pdf

Committee Members:

James Landis Rosenberger, Dissertation Advisor/Co-Advisor
James Landis Rosenberger, Committee Chair/Co-Chair
Murali Haran, Committee Chair/Co-Chair
Joseph Francis Schafer, Committee Member
Shelby Jay Fleischer, Committee Member

Author:

Zhang, Wei

Title:

A General Class of Agreement Coefficients for Categorical and Continuous Responses

Graduate Program:

Statistics

Keywords:

Agreement

File:

Download Wei_Zhang_Dissertation.pdf

Committee Members:

Vernon Michael Chinchilli, Committee Chair/Co-Chair
Donald Richards, Committee Member
Rana Arnold, Committee Member
Tonya Sharp King, Committee Member
Damla Senturk, Committee Member
Peter Cm Molenaar, Committee Member

Author:

Chen, Weihan

Title:

A gradient model for studying genotype- environment interactions

Graduate Program:

Statistics

Keywords:

QTL genotypes
EM algorithm

File:

Download Master_Thesis_by_Wei-Han_Chen_993645493.pdf

Committee Members:

Rongling Wu, Thesis Advisor/Co-Advisor
Rongling Wu, Thesis Advisor/Co-Advisor