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3. By Design: Exchange Algorithms to Construct Exact Model-Robust and Multiresponse Experimental Designs

open_access
Open Access
Author:
Smucker, Byran Jay
Title:
By Design: Exchange Algorithms to Construct Exact Model-Robust and Multiresponse Experimental Designs
Graduate Program:
Statistics
Keywords:
split-plot design
optimal design
maximin
File:
Download Smucker_Dissertation.pdf
Committee Members:
Enrique Del Castillo And James Rosenberger, Dissertation Advisor/Co-Advisor
Enrique Del Castillo, Committee Chair/Co-Chair
James Landis Rosenberger, Committee Chair/Co-Chair
Rana Arnold, Committee Member
Bing Li, Committee Member
Susan H Xu, Committee Member

4. A BAYESIAN APPROACH TO FALSE DISCOVERY RATE FOR LARGE SCALE SIMULTANEOUS INFERENCE

open_access
Open Access
Author:
Han, Bing
Title:
A BAYESIAN APPROACH TO FALSE DISCOVERY RATE FOR LARGE SCALE SIMULTANEOUS INFERENCE
Graduate Program:
Statistics
Keywords:
Bayes false nondiscovery rate
Bayes false discovery rate
mixture model
MCMC
File:
Download Binder1.pdf
Committee Members:
Rana Arnold, Committee Chair/Co-Chair
Naomi S Altman, Committee Chair/Co-Chair
Claude Walker Depamphilis, Committee Member
Bing Li, Committee Member

12. MIXTURE INFERENCE AT THE EDGE OF IDENTIFIABILITY

open_access
Open Access
Author:
KIM, DAEYOUNG
Title:
MIXTURE INFERENCE AT THE EDGE OF IDENTIFIABILITY
Graduate Program:
Statistics
Keywords:
Local identifiability
Asymptotic identifiability
Nonidentifiability
Finite mixture models
Estimation of parameters
Labelling confidence
File:
Download Dissertation_DaeyoungKim_.pdf
Committee Members:
Bruce G Lindsay, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
Bing Li, Committee Member
Jia Li, Committee Member
James Z Wang, Committee Member

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

open_access
Open Access
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

15. Matrix Distances With their Application to Finding Directional Deviations from normality in High-Dimensional Data

open_access
Open Access
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

17. Variable Selection and Regularized Mixture Modeling for Clustering

open_access
Open Access
Author:
Lee, Hyang Min
Title:
Variable Selection and Regularized Mixture Modeling for Clustering
Graduate Program:
Statistics
Keywords:
Modal EM
Ridgeline EM
Wrapper method
Aggregated distinctiveness
Gaussian mixture models
Covariance shrinkage
BIC-type penalized log-likelihood
Mixture model based clustering
Model regularization
File:
Download Hyang_Min_Lee-Dissertation.pdf
Committee Members:
Jia Li, Dissertation Advisor/Co-Advisor
Jia Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Donald Richards, Committee Member
Peng Liu, Committee Member

20. Two Topics: A Jackknife Maximum Likelihood Approach to Statistical Model Selection and a Convex Hull Peeling Depth Approach to Nonparametric Massive Multivariate Data Analysis with Applications

open_access
Open Access
Author:
Lee, Hyunsook
Title:
Two Topics: A Jackknife Maximum Likelihood Approach to Statistical Model Selection and a Convex Hull Peeling Depth Approach to Nonparametric Massive Multivariate Data Analysis with Applications
Graduate Program:
Statistics
Keywords:
Kullback-Leibler distance
information criterion
statistical model selection
jackknife
jackknife information criterion
bias reduction
maximum likelihood
unbiased estimation
non-nested model
computational geometry
convex hull
convex hull peeling
statistical data depth
nonparametric statistics
generalized quantile process
descriptive statistics
skewness
kurtosis
volume functional
convex hull level set
massive data
outlier detection
balloon plot
multivariate analysis
File:
Download hlee.pdf
Committee Members:
G Jogesh Babu, Committee Chair/Co-Chair
Thomas P Hettmansperger, Committee Member
Bing Li, Committee Member
William Kenneth Jenkins, Committee Member
James Landis Rosenberger, Committee Member

21. Testing in multifactor heteroscedastic ANOVA and repeated measures designs with large number of levels

open_access
Open Access
Author:
Wang, Haiyan
Title:
Testing in multifactor heteroscedastic ANOVA and repeated measures designs with large number of levels
Graduate Program:
Statistics
Keywords:
repeated measurements
ANOVA
longitudinal or funcitonal data
nonparametric procedures
large dimentional data
Rank tests
File:
Download whythesis.pdf
Committee Members:
Michael G Akritas, Committee Chair/Co-Chair
Rana Arnold, Committee Member
Bing Li, Committee Member
Vernon Michael Chinchilli, Committee Member

24. False Discovery Rates when the Statistics are Discrete

open_access
Open Access
Author:
Dialsingh, Isaac
Title:
False Discovery Rates when the Statistics are Discrete
Graduate Program:
Statistics
Keywords:
false discovery rate
discrete test statistics
File:
Download Isaac_thesis.pdf
Committee Members:
Naomi S Altman, Dissertation Advisor/Co-Advisor
Naomi S Altman, Committee Chair/Co-Chair
Debashis Ghosh, Committee Member
James Landis Rosenberger, Committee Member
Bruce G Lindsay, Committee Member
Claude Walker Depamphilis, Committee Member
Runzi Li, Special Member

25. PENALIZED QUADRATIC INFERENCE FUNCTIONS FOR VARIABLE SELECTION IN LONGITUDINAL RESEARCH

open_access
Open Access
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

26. ADAPTIVE SPLINES AND GENETIC ALGORITHMS FOR OPTIMAL STATISTICAL MODELING

open_access
Open Access
Author:
Pittman, Jennifer Lynn
Title:
ADAPTIVE SPLINES AND GENETIC ALGORITHMS FOR OPTIMAL STATISTICAL MODELING
Graduate Program:
Statistics
Keywords:
model selection
evolutionary computation
splines
File:
Download etd.pdf
Committee Members:
Rich Caruana, Committee Member
Calyampudi Radhakrishna Rao, Committee Chair/Co-Chair
Mark Handcock, Committee Member
Zhen Luo, Committee Member
Soundar Rajan Tirupatikumara, Committee Member

29. Sampling contingency tables given sets of marginals and/or conditionals in the context of statistical disclosure limitation

open_access
Open Access
Author:
Lee, Juyoun
Title:
Sampling contingency tables given sets of marginals and/or conditionals in the context of statistical disclosure limitation
Graduate Program:
Statistics
Keywords:
Algebraic Statistics
Monte Carlo)
Stochastic Computation and Simulation Methods (MCM
Categorical Data Analysis
Contingency Tables
Statistical Disclosure Limitation Method
File:
Download JuyounLee-Dissertation.pdf
Committee Members:
Aleksandra B Slavkovic, Dissertation Advisor/Co-Advisor
Aleksandra B Slavkovic, Committee Chair/Co-Chair
Donald Richards, Committee Member
Murali Haran, Committee Member
Yuri Zarhin, Committee Member

30. Composite Likelihood in Long Sequence Data

open_access
Open Access
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

33. THE BAYESIAN LASSO, BAYESIAN SCAD AND BAYESIAN GROUP LASSO WITH APPLICATIONS TO GENOME-WIDE ASSOCIATION STUDIES

open_access
Open Access
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

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

open_access
Open Access
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

35. THE ARCSINE DIFFERENCE EFFECT MEASURE IN META-ANALYSIS WITH APPLICATION TO ADVERSE EVENTS FROM LONG-ACTING BETA-AGONISTS IN ASTHMA PATIENTS

open_access
Open Access
Author:
Foster, Krista Marie
Title:
THE ARCSINE DIFFERENCE EFFECT MEASURE IN META-ANALYSIS WITH APPLICATION TO ADVERSE EVENTS FROM LONG-ACTING BETA-AGONISTS IN ASTHMA PATIENTS
Graduate Program:
Statistics
Keywords:
clinical trials
binary response
arcsine difference
meta-analysis
File:
Download FinalThesis_KristaFoster2.pdf
Committee Members:
Vernon Michael Chinchilli, Thesis Advisor/Co-Advisor
Vernon Michael Chinchilli, Thesis Advisor/Co-Advisor

36. THE RECENT HISTORY FUNCTIONAL LINEAR MODEL AND ITS EXTENSION TO SPARSE LONGITUDINAL DATA

open_access
Open Access
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

37. SEMI-PARAMETRIC BAYESIAN FUNCTIONAL MAPPING WITH IRREGULAR SPARSE LONGITUDINAL DATA

open_access
Open Access
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

39. The Statistical Analysis of Monotone Incomplete Multivariate Normal Data

open_access
Open Access
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

42. MEASURES OF AGREEMENT IN METHOD COMPARISON STUDIES FOR INTENSIVE LONGITUDINAL DATA

open_access
Open Access
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

43. NONPARAMETRIC TECHNIQUES IN FINITE MIXTURE OF REGRESSION MODELS

open_access
Open Access
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

44. THRESHOLDING METHODS FOR HYPOTHESIS TESTING IN HANOVA

open_access
Open Access
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

45. On Dimension Folding of Matrix or Array Valued Statistical Objects

open_access
Open Access
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

48. IMPROVING ESTIMATION FOR EXPONENTIAL-FAMILY RANDOM GRAPH MODELS

open_access
Open Access
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

49. MULTIPLE IMPUTATION FOR MISSING ITEMS IN MULTI-THEMED QUESTIONNAIRES

open_access
Open Access
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

50. Generalized stepwise procedures for controlling the false discovery rate

open_access
Open Access
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