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Author:

Clayman, Carly

Title:

RNA Sequencing and Clinical Data Analysis of Multiple Cancer Types on the National Cancer Institute's Genomic Data Commons

Graduate Program:

Engineering Science

Keywords:

RNA Sequencing
Genomic Data Commons
TCGA
Prostate Cancer
Survival Analysis
Boruta Random Forest
Feature Selection
Clustering Analysis
Principal Component Analysis
Clinical Data
RNA-Seq
Cancer
Landmark Genes

File:

Download MS_Thesis_Clayman_2019.pdf

Committee Members:

Satish Mahadevan Srinivasan, Thesis Advisor/Co-Advisor
Raghu Sangwan, Committee Member
Youakim Badr, Committee Member
Colin Neill, Program Head/Chair

Author:

Boschi, Tobia

Title:

Data Registration and Feature Selection in Functional Regression: some methodological and computational developments

Graduate Program:

Statistics

Keywords:

Functional Linear Models
Feature Selection
Functional Registration

File:

Download main_tobia.pdf

Committee Members:

Marzia A Cremona, Special Member
Murali Haran, Major Field Member
Paul Medvedev, Outside Unit & Field Member
Francesca Chiaromonte, Chair & Dissertation Advisor
Ephraim Mont Hanks, Professor in Charge/Director of Graduate Studies
Matthew Reimherr, Dissertation Advisor

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