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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

Author:

Liu, Bingyuan

Title:

Topics on Nonconvex Learning

Graduate Program:

Statistics

Keywords:

Nonconvex optimization
machine learning
statistical learning
deep learning

File:

Download Thesis_BingyuanLiu.pdf

Committee Members:

Lingzhou Xue, Dissertation Advisor/Co-Advisor
Runze Li, Committee Member
Bing Li, Committee Member
Yanyuan Ma, Committee Member
Zihan Zhou, Outside Member
Ephraim Mont Hanks, Program Head/Chair
Lingzhou Xue, Committee Chair/Co-Chair

Author:

Li, Mengyan

Title:

Statistical Inference with Corrupted Data

Graduate Program:

Statistics

Keywords:

Measurement error model
Efficient score method
Semiparametric regression
High dimensional inference
Nonignorable missing data
Statistical inference

File:

Download Dissertation_Mengyan_final.pdf

Committee Members:

Yanyuan Ma, Dissertation Advisor/Co-Advisor
Yanyuan Ma, Committee Chair/Co-Chair
Michael G Akritas, Committee Member
Bing Li, Committee Member
Lan Kong, Outside Member
Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Ephraim Mont Hanks, Program Head/Chair