Graduate Program: Statistics / Access Level: open_access

Open Access

Author:: Yao, Weixin
Title:: On using mixtures and modes of mixtures in data analysis
Graduate Program:: Statistics
Keywords:: robust regression
label switching
mixtures
File:: Download thesisdraftnew.pdf
Committee Members:: Bruce G Lindsay, Committee Chair/Co-Chair
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
David Russell Hunter, Committee Member
Qiang Du, Committee Member

Open Access

Author:: Mao, Xianyun
Title:: DENSITY ESTIMATION AND MODAL BASED METHOD FOR HAPLOTYPING AND RECOMBINATION
Graduate Program:: Statistics
Keywords:: Expectation Maximization
Density Estimator
Genetics
File:: Download phd.pdf
Committee Members:: Bruce G Lindsay, Dissertation Advisor/Co-Advisor
Bruce G Lindsay, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Yu Zhang, Committee Member
Stephen Wade Schaeffer, Committee Member

Open Access

Author:: Chen, Yi-Ju
Title:: ROBUSTNESS PROPERTIES OF GENERALIZED CORRELATION COEFFICIENTS, WITH APPLICATIONS TO CROSS-OVER DESIGNS
Graduate Program:: Statistics
Keywords:: Generalized Correlation Coefficient
Cross-Over Designs
Influence Function
Robustness
File:: Download final_eTD.pdf
Committee Members:: Vernon Michael Chinchilli, Committee Chair/Co-Chair
Donald Richards, Committee Member
Rana Arnold, Committee Member
Tonya Sharp King, Committee Member
Bruce G. Lindsay, Committee Member

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:: Li, Yan
Title:: Local Modeling For Data With Autocorrelations
Graduate Program:: Statistics
Keywords:: Multivariate
Autoregressions
Nonoparametric models
Variable Selection
File:: Download Yan_Li_Thesis.pdf
Committee Members:: Runze Li, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
David Russell Hunter, Committee Member
Jingzhi Huang, Committee Member

Open Access

Author:: Wang, Yang
Title:: Varying-Coefficient Models: New Models, Inference Procedures, and Applications
Graduate Program:: Statistics
Keywords:: Monte Carlo simulation
semi-parametric
semiparametric
nonparametric regression
kernel regression
local likelihood
generalized likelihood ratio test
cross validation
Time-varying-coefficient model
Nonlinear
Local Linear
Varying-coefficient Model
forecasting
bandwidth
bootstraping
bootstrap
File:: Download phdthesis.pdf
Committee Members:: Runze Li, Committee Chair/Co-Chair
Jingzhi Huang, Committee Chair/Co-Chair
James Landis Rosenberger, Committee Member
Damla Senturk, Committee Member

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

Open Access

Author:: Chung, Yeojin
Title:: LIKELIHOOD-TUNED DENSITY ESTIMATOR AND ITS APPLICATION TO CLUSTERING
Graduate Program:: Statistics
Keywords:: Nonparametric Density Estimation
Nonparametric Maximum Likelihood
Clustering
Bandwidth Selection
Nonparametric Mixture
File:: Download thesis.pdf
Committee Members:: Bruce G Lindsay / Jia Li, Dissertation Advisor/Co-Advisor
Bruce G Lindsay, Committee Chair/Co-Chair
Jia Li, Committee Chair/Co-Chair
Bing Li, Committee Member
David Russell Hunter, Committee Member
Jesse Louis Barlow, Committee Member

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:: Jiang, Yuejiao
Title:: Estimation and forecasting methodologies for nonparametric regression models via dynamic linear models
Graduate Program:: Statistics
Keywords:: nonparametric regression models
dynamic linear models
File:: Download YuejiaoJiangdissertation.pdf
Committee Members:: Runze Li, Dissertation Advisor/Co-Advisor
Jingzhi Huang, Committee Member
Murali Haran, Committee Member
Aleksandra B Slavković, Committee Member
Runze Li, Committee Chair/Co-Chair

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