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Author:

Awan, Jordan

Title:

Optimizing Finite Sample Performance of Differential Privacy

Graduate Program:

Statistics

Keywords:

Statistical Disclosure Control
Statistical Disclosure Limitation
Empirical Risk Minimization
Regression

File:

Download ThesisMerge.pdf

Committee Members:

Aleksandra B Slavkovic, Dissertation Advisor/Co-Advisor
Aleksandra B Slavkovic, Committee Chair/Co-Chair
Matthew Logan Reimherr, Committee Member
Bharath Kumar Sriperumbudur, Committee Member
Daniel Kifer, Outside Member
Matthew Logan Reimherr, Dissertation Advisor/Co-Advisor
Ephraim Mont Hanks, Program Head/Chair

Author:

Agarwal, Amal

Title:

Statistical Network Modeling and its Applications in Complex Large-Scale Systems

Graduate Program:

Statistics

Keywords:

Clustering
Environmental studies
Exponential-family random graphical model
Variational Inference
Dynamic Network
Weighted Network
Pollution Detection

File:

Download Amal-Dissertation.pdf

Committee Members:

Lingzhou Xue, Dissertation Advisor/Co-Advisor
Lingzhou Xue, Committee Chair/Co-Chair
David Russell Hunter, Committee Member
Dennis Kon-Jin Lin, Committee Member
Xiang Zhan, Outside Member
Aleksandra B Slavkovic, Committee Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Johnston, Ann

Title:

Register based human population size estimation: a geometric perspective toward assessing sensitivity to unverifiable independence assumptions

Graduate Program:

Statistics

Keywords:

Log-linear models
Capture-recapture
Sensitivity analysis
Data integration
Official statistics

File:

Download AnnJohnston-MSThesis.pdf

Committee Members:

Aleksandra B Slavkovic, Thesis Advisor/Co-Advisor
Ephraim Mont Hanks, Committee Member
Murali Haran, 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:

Sheng, Ben

Title:

The Integration of Multiple Data Sources for HIV/AIDS Incidence and Prevalence Estimation

Graduate Program:

Statistics

Keywords:

antenatal clinic surveillance
HIV prevalence
statistical models
antenatal clinic surveillance
HIV prevalence
statistical models
routine HIV testing among pregnant women
Antenatal clinic
Unlinked anonymous HIV testing
Routine HIV testing
Calibration parameter
Linear mixed-effects model
weakly supervised learning
semi-supervised learning
logistic regression
contingency table
HIV recency
HIV incidence

File:

Download BenSheng-Dissertation.pdf

Committee Members:

Le Bao, Dissertation Advisor/Co-Advisor
Le Bao, Committee Chair/Co-Chair
Runze Li, Committee Member
Aleksandra B Slavkovic, Committee Member
Xun Cao, Outside Member
Ephraim Mont Hanks, Program Head/Chair