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Author:

Yang, Songshan

Title:

NEW STATISTICAL ANALYTIC TOOLS FOR HIGH DIMENSIONAL DATA

Graduate Program:

Statistics

Keywords:

High Dimensional Data
Feature Screening
Statistical Inference

File:

Download YourName-Dissertation.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Bing Li, Committee Member
Matthew Logan Reimherr, Committee Member
Jingzhi Huang, Outside Member

Author:

Zhang, Ling

Title:

Procedures for Feature Screening and Interaction Identification in High-dimensional Data Modelling

Graduate Program:

Statistics

Keywords:

Sure Joint ScreeningFeature Screening
Interaction Identification
``King'' Variable
Interaction Types
Iteratively Kings' Forests
Feature Screening
Interaction Identification
Iteratively Kings' Forests
Sure Joint Screening
Cox Model

File:

Download Dissertation_of_Ling_Zhang.pdf

Committee Members:

Runze Li, Dissertation Advisor/Co-Advisor
Runze Li, Committee Chair/Co-Chair
Zhibiao Zhao, Committee Member
Yanyuan Ma, Committee Member
Rongling Wu, Outside Member

Author:

Kenney, Ana

Title:

Mixed Integer Programming, Whitening, and Functional Data Analysis: Improving Feature Selection in “Omics” Research

Graduate Program:

Statistics

Keywords:

Functional Data Analysis
Mixed Integer Programming
Second Order Conic Programming
Whitening
Statistical Genomics
Robust Regression
Oracle Properties
Feature Screening
Differential Privacy
Human Microbiome
Feature Selection

File:

Download Dissertation_AKenney_Revised.pdf

Committee Members:

Kateryna Makova, Outside Unit & Field Member
Matthew Reimherr, Co-Chair & Dissertation Advisor
Francesca Chiaromonte, Chair & Dissertation Advisor
Ethan Fang, Major Field Member
Ephraim Hanks, Professor in Charge/Director of Graduate Studies