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2. Regularization Parameter Selection for Variable Selection in High-dimensional Modelling

open_access
Open Access
Author:
Zhang, Yiyun
Title:
Regularization Parameter Selection for Variable Selection in High-dimensional Modelling
Graduate Program:
Statistics
Keywords:
GLIM
LASSO
Penalized Likelihood
SCAD
Variable Selection
File:
Download yiyun_phd_final.pdf
Committee Members:
Prof Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
David Russell Hunter, Committee Member
Vernon Michael Chinchilli, Committee Member

3. Hypothesis Testing and Variable Selection in Nonparametric Regression

open_access
Open Access
Author:
Zambom, Adriano Zanin
Title:
Hypothesis Testing and Variable Selection in Nonparametric Regression
Graduate Program:
Statistics
Keywords:
Hypothesis Testing
Variable Selection
Backward Elimination
Nonparametric Regression
False Discovery Rate
ANOVA-type tests
File:
Download Adriano_Dissertation.pdf
Committee Members:
Michael G Akritas, Dissertation Advisor/Co-Advisor
Michael G Arkitas, Committee Chair/Co-Chair
Runze Li, Committee Member
Bing Li, Committee Member
Adam Smith, Special Member

4. 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

5. A New Class Of Bayesian Segmentation Methods For Deriving Heterogeneous Key Drivers Of Service Quality Evaluations

open_access
Open Access
Author:
Kim, Sunghoon
Title:
A New Class Of Bayesian Segmentation Methods For Deriving Heterogeneous Key Drivers Of Service Quality Evaluations
Graduate Program:
Business Administration
Keywords:
Bayesian Regression
Market Segmentation
Variable Selection
Managerial Constraints
Finite Mixture Models
Heterogeneity
File:
Download DissertationFinal_Sunghoon.pdf
Committee Members:
Wayne Desarbo, Dissertation Advisor/Co-Advisor
Duncan Fong, Committee Chair/Co-Chair
Dennis Kon Jin Lin, Committee Member
Murali Haran, Special Member
Johann Baumgartner, Committee Member

6. Regularization Methods In Functional Data Analysis

open_access
Open Access
Author:
Mirshani, Ardalan
Title:
Regularization Methods In Functional Data Analysis
Graduate Program:
Statistics
Keywords:
Functional Data
Differential Privacy
Hilbert Space
Variable Selection
Reproducing Kernel Hilbert Space
Oracle Property
Elastic Net
Smooth Estimate
Density Estimation
File:
Download PhD_Thesis__Ardalan_Mirshani_.pdf
Committee Members:
Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Francesca Chiaromonte, Committee Member
Kateryna Dmytrivna Makova, Outside Member
Ephraim Mont Hanks, Program Head/Chair