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Author:

Lee, Hyang Min

Title:

Variable Selection and Regularized Mixture Modeling for Clustering

Graduate Program:

Statistics

Keywords:

Modal EM
Ridgeline EM
Wrapper method
Aggregated distinctiveness
Gaussian mixture models
Covariance shrinkage
BIC-type penalized log-likelihood
Mixture model based clustering
Model regularization

File:

Download Hyang_Min_Lee-Dissertation.pdf

Committee Members:

Jia Li, Dissertation Advisor/Co-Advisor
Jia Li, Committee Chair/Co-Chair
Bruce G Lindsay, Committee Member
Donald Richards, Committee Member
Peng Liu, Committee Member

Author:

Wang, Qing

Title:

Topics in U-statistics and Risk Estimation

Graduate Program:

Statistics

Keywords:

U-statistics
resampling
nonparametric kernel density estimation
risk estimation

File:

Download MasterThesis_Qing.pdf

Committee Members:

Bruce G Lindsay, Thesis Advisor/Co-Advisor
Bruce G Lindsay, Thesis Advisor/Co-Advisor

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

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