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Open Access

Author:: Kai, Bo
Title:: Variable Selection in Robust Linear Models
Graduate Program:: Statistics
Keywords:: robust regression
linear models
variable selection
SS penalty
oracle property
File:: Download MSThesis_Bo.pdf
Committee Members:: Runze Li, Thesis Advisor/Co-Advisor
Runze Li, Thesis Advisor/Co-Advisor

Open Access

Author:: Lin, Junyi
Title:: Variance-bias Trade-off in Generalized Linear Regression Models
Graduate Program:: Statistics
Keywords:: bias and variance tradeoff
covariate-adjusted approach
generalized linear model
File:: Download MasterThesis_Junyi.pdf
Committee Members:: Dr Runze Li, Thesis Advisor/Co-Advisor
Runze Li, Thesis Advisor/Co-Advisor

Open Access

Author:: Dong, Yuexiao
Title:: Dimension Reduction for the Conditional Kth Moment via Central Solution Space
Graduate Program:: Statistics
Keywords:: dimension reduction space
central space
central solution space
central kth moment solution space
central kth moment space
File:: Download dong_master.pdf
Committee Members:: Bing Li, Thesis Advisor/Co-Advisor
Bing Li, Thesis Advisor/Co-Advisor
Runze Li, Thesis Advisor/Co-Advisor

Open Access

Author:: Feng, Yijia
Title:: Conditional Quantile Estimation with Neural Network Structure
Graduate Program:: Statistics
Keywords:: Nonparametric Regression
Quantile Regression
Neural Network
Robust Estimation
File:: Download ms_Feng.pdf
Committee Members:: Dr Runze Li, Thesis Advisor/Co-Advisor
Runze Li, Thesis Advisor/Co-Advisor

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

Open Access

Open Access

Author:: Yang, Songshan
Title:: TIME-VARYING EFFECT MODEL FOR STUDYING GROUP DIFFERENCE IN HEALTH BEHAVIOR
Graduate Program:: Statistics
Keywords:: Time varying-coefficient effect model
File:: Download Penn_State_University_Thesis.pdf
Committee Members:: Runze Li, Thesis Advisor/Co-Advisor
Bing Li, Committee Member
Matthew Logan Reimherr, Committee Member

Open Access

Author:: Yu, Xiufan
Title:: Nonparametric Estimation of Sufficient Forecasting with a Diverging Number of Factors
Graduate Program:: Statistics
Keywords:: factor model
forecasting
principal components
high-dimensional predictors
nonparametric estimation
predictive inference
File:: Download MSThesis.pdf
Committee Members:: Runze Li, Thesis Advisor/Co-Advisor
Lingzhou Xue, Thesis Advisor/Co-Advisor
Bing Li, Committee Member
Ephraim Mont Hanks, Committee Member

Open Access

Author:: Sheen, Emily Marie
Title:: An Exploration of Mixed Effects Models for Analysis of Infant Weight Gain Trajectories
Graduate Program:: Statistics
Keywords:: generalized linear mixed models
statistics
biostatistics
microbiome
INSIGHT
mixed effects random forest
File:: Download EmilySheen-MS-Thesis.pdf
Committee Members:: Matthew Logan Reimherr, Thesis Advisor/Co-Advisor
Ephraim Mont Hanks, Committee Member
Runze Li, Committee Member

Open Access

Author:: Seng, Bibiana
Title:: Rerandomization in Fractional Factorial Experiments
Graduate Program:: Statistics (MS)
Keywords:: Design of Experiments
Rerandomization
Applied Statistics
Factorial Experiments
File:: Download BES_Masters_Thesis_Update.pdf
Committee Members:: Kari Lock Morgan, Thesis Advisor/Co-Advisor
Runze Li, Committee Member
Ephraim Mont Hanks, Program Head/Chair

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