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Start Over Graduate Program Statistics Degree PHD

1. 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

2. 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

8. 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

9. 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

10. 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

12. 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

14. 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

15. 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

17. 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

18. 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

19. 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

20. 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