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2. 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

3. 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

4. feature screening and variable selection for ultrahigh dimensional data analysis

open_access
Open Access
Author:
Zhong, Wei
Title:
feature screening and variable selection for ultrahigh dimensional data analysis
Graduate Program:
Statistics
Keywords:
ultrahigh dimensionality
distance correlation
feature screening
sure screening property
variable selection
File:
Download PhD-Dissertation-Wei-Zhong-2012.pdf
Committee Members:
Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Dennis Kon Jin Lin, Committee Member
Jingzhi Huang, Committee Member

6. A Protocol-Based, Inverse-Model-Driven Methodology for Building Auditing and Forward Energy Model Formulation

open_access
Open Access
Author:
Lin, Bo
Title:
A Protocol-Based, Inverse-Model-Driven Methodology for Building Auditing and Forward Energy Model Formulation
Graduate Program:
Architectural Engineering
Keywords:
Inverse model
energy model
calibration
measurement & verification
sub-metering
variable selection
benchmark
audit
File:
Download Bo_Lin_Dissertation_Final.pdf
Committee Members:
James Freihaut, Dissertation Advisor/Co-Advisor
Chinemelu Jidenka Anumba, Committee Member
Stephen James Treado, Committee Member
Runze Li, Committee Member

7. Joint Estimation of Multiple Graphical Models From Heterogeneous Subpopulations

open_access
Open Access
Author:
Moysidis, Ilias
Title:
Joint Estimation of Multiple Graphical Models From Heterogeneous Subpopulations
Graduate Program:
Statistics
Keywords:
Graphical Models
Joint estimation
heterogeneous subpopulations
neighborhood selection
variable selection
nonsmooth optimization
functional graphical models
File:
Download Ilias_Moysidis_-_Dissertation.pdf
Committee Members:
Bing Li, Dissertation Advisor/Co-Advisor
Bing Li, Committee Chair/Co-Chair
Bharath Kumar Sriperumbudur, Committee Member
Runze Li, Committee Member
Alexei Novikov, Outside Member
Ephraim Mont Hanks, Program Head/Chair

8. Topics on High-Dimensional Statistical Methods for Compositional Data

restricted_to_institution
Restricted (Penn State Only)
Author:
Srinivasan, Arun
Title:
Topics on High-Dimensional Statistical Methods for Compositional Data
Graduate Program:
Statistics (PHD)
Keywords:
compositional data analysis
robust statistics
human microbiome
high-dimensional statistics
covariance estimation
knockoff filter
variable selection
tyler's m-estimator
huber's m-estimator
File:
Login to Download
Committee Members:
Lingzhou Xue, Chair & Dissertation Advisor
Xiang Zhan, Outside Unit & Field Member
Runze Li, Major Field Member
Francesca Chiaromonte, Major Field Member
Ephraim Hanks, Professor in Charge/Director of Graduate Studies