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Author:

Guha Thakurta, Abhradeep

Title:

Differentially Private Convex Optimization For Empirical Risk Minimization And High-dimensional Regression

Graduate Program:

Computer Science and Engineering

Keywords:

Data Privacy
Differential Privacy
Machine Learning
High-dimensional Statistics
Sparse Regression

File:

Download AbhradeepThakurta-Dissertation.pdf

Committee Members:

Adam Davison Smith, Dissertation Advisor/Co-Advisor
Adam Davison Smith, Committee Chair/Co-Chair
Daniel Kifer, Committee Member
Aleksandra B Slavkovic, Committee Member
Sofya Raskhodnikova, Committee Member

Author:

Snoke, Joshua Valor

Title:

STATISTICAL DATA PRIVACY METHODS FOR INCREASING RESEARCH OPPORTUNITIES

Graduate Program:

Statistics

Keywords:

Statistical Data Privacy
Disclosure Control
Multiparty Computation
Differential Privacy
Partitioned Data
Synthetic Data

File:

Download dissertation.pdf

Committee Members:

Aleksandra B Slavkovic, Dissertation Advisor/Co-Advisor
Naomi S Altman, Committee Chair/Co-Chair
Matthew Logan Reimherr, Committee Member
Timothy Raymond Brick, Committee Member
Timothy Raymond Brick, Outside Member

Author:

Mirshani, Ardalan

Title:

Regularization Methods In Functional Data Analysis

Graduate Program:

Statistics

Keywords:

Functional Data
Differential Privacy
Hilbert Space
Variable Selection
Reproducing Kernel Hilbert Space
Oracle Property
Elastic Net
Smooth Estimate
Density Estimation

File:

Download PhD_Thesis__Ardalan_Mirshani_.pdf

Committee Members:

Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Matthew Logan Reimherr, Committee Chair/Co-Chair
Runze Li, Committee Member
Francesca Chiaromonte, Committee Member
Kateryna Dmytrivna Makova, Outside Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Nixon, Michelle Anne

Title:

Privacy Preserving Methods in the Era of Big Data: New Methods and Connections

Graduate Program:

Statistics

Keywords:

Statistical Data Privacy
Synthetic Data
Statistical Disclosure Control
Differential Privacy
Knockoffs

File:

Download Nixon_dissertationFinal.pdf

Committee Members:

Aleksandra B Slavkovic, Dissertation Advisor/Co-Advisor
Aleksandra B Slavkovic, Committee Chair/Co-Chair
Naomi S Altman, Committee Member
Lingzhou Xue, Committee Member
Jennifer Lynne Van Hook, Outside Member
Ephraim Mont Hanks, Program Head/Chair

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

Author:

Xiao, Yingtai

Title:

Optimizing Differentially Private Linear Gaussian Mechanisms

Graduate Program:

Computer Science and Engineering

Keywords:

Differential Privacy
Linear Query
Database
Optimization

File:

Download _Dissertation__Optimizing_Differentially_Private_Linear_Gaussian_Mechanisms.pdf

Committee Members:

John Sampson, Professor in Charge/Director of Graduate Studies
Mehrdad Mahdavi, Major Field Member
Aleksandra Slavkovic, Outside Unit & Field Member
Kiwan Maeng, Special Signatory
Kiwan Maeng, Major Field Member
Daniel Kifer, Chair & Dissertation Advisor
Danfeng Zhang, Special Member
Member Committee, Special Member