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101. Thresholded partial correlation approach for variable selection in linear models and partially linear models

open_access
Open Access
Author:
Lou, Lejia
Title:
Thresholded partial correlation approach for variable selection in linear models and partially linear models
Graduate Program:
Statistics
Keywords:
Variable Selection
Linear Model
Partially Linear Model
Nonparametric Regression
File:
Download LejiaLou-dissertation.pdf
Committee Members:
Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Bing Li, Committee Member
Rongling Wu, Committee Member

102. Performance criteria for control charts

open_access
Open Access
Author:
Wang, Wei
Title:
Performance criteria for control charts
Graduate Program:
Statistics
Keywords:
Average Run Length
Continuous Ranked Probability Score
Functional data
Goodness-of-fit
Paired Comparison.
File:
Download WeiWang-Dissertation.pdf
Committee Members:
Dennis Kon Jin Lin, Dissertation Advisor/Co-Advisor
Dennis Kon Jin Lin, Committee Chair/Co-Chair
Le Bao, Committee Member
Murali Haran, Committee Member
Russell Richard Barton, Special Member

103. Methods in Multiple Testing and Meta-analysis with Applications to the Analysis of Genomic Data

open_access
Open Access
Author:
Li, Yihan
Title:
Methods in Multiple Testing and Meta-analysis with Applications to the Analysis of Genomic Data
Graduate Program:
Statistics
Keywords:
Multiple testing; Meta-analysis; Genomic data analysis; Microarr
File:
Download Yihan_LI_-_Dissertation.pdf
Committee Members:
Debashis Ghosh, Dissertation Advisor/Co-Advisor
Debashis Ghosh, Committee Chair/Co-Chair
Le Bao, Committee Member
Qunhua Li, Committee Member
Robert Paulson, Committee Member

106. Asymptotic behavior of Nadaraya-Watson and local linear estimators associated with the single index model

open_access
Open Access
Author:
Christou, Eliana
Title:
Asymptotic behavior of Nadaraya-Watson and local linear estimators associated with the single index model
Graduate Program:
Statistics
Keywords:
Nadaraya-Watson estimator
local linear estimator
semiparametric single index model
consistency
asymptotic normality
File:
Download 1-Christou_Eliana_MS_final.pdf
Committee Members:
Michael G Akritas, Thesis Advisor/Co-Advisor

110. Kernel Methods for Neuroimaging Genomewide Association Studies

open_access
Open Access
Author:
Hua, Wen-yu
Title:
Kernel Methods for Neuroimaging Genomewide Association Studies
Graduate Program:
Statistics
Keywords:
Kernel methods
GWAS
Neuroimaging analysis; Multiple comparison procedures.
File:
Download WenYu-dissertation.pdf
Committee Members:
Debashis Ghosh, Dissertation Advisor/Co-Advisor
Debashis Ghosh, Committee Chair/Co-Chair
Yu Zhang, Committee Member
Qunhua Li, Committee Member
Le Bao, Committee Member
Daniel Kifer, Special Member

111. Estimation and Model Selection for Block Clustering with Mixtures: A Composite Likelihood Approach

open_access
Open Access
Author:
Kuruppumullage Don, Prabhani
Title:
Estimation and Model Selection for Block Clustering with Mixtures: A Composite Likelihood Approach
Graduate Program:
Statistics
Keywords:
Block clustering
Composite Likelihood
EM algorithm
Mixture models
File:
Download Prabhani.pdf
Committee Members:
Bruce G Lindsay, Dissertation Advisor/Co-Advisor
Francesca Chiaromonte, Dissertation Advisor/Co-Advisor
Bruce G Lindsay, Committee Chair/Co-Chair
Francesca Chiaromonte, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Kateryna Dmytrivna Makova, Committee Member
Dr Aleksandra Slavkovic, Special Member

112. Logarithmic Quantile Estimation and Its Applications to Nonparametric Factorial Designs

open_access
Open Access
Author:
Tabacu, Lucia Maria
Title:
Logarithmic Quantile Estimation and Its Applications to Nonparametric Factorial Designs
Graduate Program:
Statistics
Keywords:
logarithmic quantile
almost sure weak convergence
linear rank statistics
nonparametric factorial designs
Kruskal-Wallis test
File:
Download LuciaTabacu-Dissertation.pdf
Committee Members:
Manfred Heinz Denker, Dissertation Advisor/Co-Advisor
Michael G Akritas, Committee Chair/Co-Chair
John Fricks, Committee Member
Guodong Pang, Special Member

113. Topics in Exponential Random Graph Modeling

open_access
Open Access
Author:
Bomiriya, Rashmi Pankajai
Title:
Topics in Exponential Random Graph Modeling
Graduate Program:
Statistics
Keywords:
ERGMs
networks
bipartite
homophily
semi-parametric Bayesian
infectious disease
SEIR
File:
Download RashmiBomiriya-Dissertation.pdf
Committee Members:
David Russell Hunter, Dissertation Advisor/Co-Advisor
David Russell Hunter, Committee Chair/Co-Chair
Murali Haran, Committee Member
Le Bao, Committee Member
Rachel Annette Smith, Committee Member

114. Reinvestigation of causal effects of Right Heart catheterization: a matching approach

open_access
Open Access
Author:
Yang, Qiong
Title:
Reinvestigation of causal effects of Right Heart catheterization: a matching approach
Graduate Program:
Statistics
Keywords:
Right Heart Catheterization
Causal Inference
Matching
Sensitivity Analysis
File:
Download Qiong-Master.pdf
Committee Members:
Debashis Ghosh, Thesis Advisor/Co-Advisor
Aleksandra B Slavkovic, Thesis Advisor/Co-Advisor
Spiro E Stefanou, Thesis Advisor/Co-Advisor

116. model selection and survival analysis with application to large time-varying networks

open_access
Open Access
Author:
Cai, Xizhen
Title:
model selection and survival analysis with application to large time-varying networks
Graduate Program:
Statistics
Keywords:
penalized likelihood
proportional odds models
profile likelihood
partial likelihood
case control.
File:
Download Dissertation_with_vita.pdf
Committee Members:
David Russell Hunter, Dissertation Advisor/Co-Advisor
Runze Li, Dissertation Advisor/Co-Advisor
Debashis Ghosh, Committee Member
Marcel Salathe, Committee Member

117. Efficient estimation and order determination for sufficient dimension reduction

open_access
Open Access
Author:
Luo, Wei
Title:
Efficient estimation and order determination for sufficient dimension reduction
Graduate Program:
Statistics
Keywords:
dimension reduction
order-determination
bootstrap
augmentation
semi-parametric
efficient estimation.
File:
Download dissertation_-_Wei_Luo.pdf
Committee Members:
Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Runze Li, Committee Member
Naomi S Altman, Committee Member
Jesse Louis Barlow, Committee Member

118. Likelihood based inference in data privacy and other discrete missing data problems.

open_access
Open Access
Author:
Karwa, Vishesh
Title:
Likelihood based inference in data privacy and other discrete missing data problems.
Graduate Program:
Statistics
Keywords:
Missing Data
Likelihood
Privacy
networks
discrete data
File:
Download VisheshKarwa-Dissertation.pdf
Committee Members:
Aleksandra B Slavkovic, Dissertation Advisor/Co-Advisor
Debashis Ghosh, Committee Member
David Russell Hunter, Committee Member
Adam Smith, Special Member

119. Climate Model Calibration Using High-Dimensional and Non-Gaussian Spatial Data

open_access
Open Access
Author:
Chang, Won
Title:
Climate Model Calibration Using High-Dimensional and Non-Gaussian Spatial Data
Graduate Program:
Statistics
Keywords:
Climate Model Calibration
Gaussian Process
High-dimensional Spatial Data
Non-Gaussian Spatial Data
File:
Download WonChang-Dissertation.pdf
Committee Members:
Murali Haran, Dissertation Advisor/Co-Advisor
Murali Haran, Committee Chair/Co-Chair
Klaus Keller, Committee Member
Bing Li, Committee Member
Donald Richards, Committee Member

120. New screening procedure for ultrahigh dimensional varying-coefficient model in longitudinal data analysis

open_access
Open Access
Author:
Chu, Wanghuan
Title:
New screening procedure for ultrahigh dimensional varying-coefficient model in longitudinal data analysis
Graduate Program:
Statistics
Keywords:
feature screening
varying-coefficient model
ultrahigh dimensionality
longitudinal data analysis
CAMP
File:
Download MSThesis_Wanghuan_Chu.pdf
Committee Members:
Runze Li, Thesis Advisor/Co-Advisor
Matthew Logan Reimherr, Thesis Advisor/Co-Advisor