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Author:

Mothali, Chandrasekhar Venkata

Title:

Attacking Anonymization and Constructing Improved Differentially Private Classifiers

Graduate Program:

Electrical Engineering

Keywords:

multi-variate Laplacian estimators
data privacy
anatomy
sanitization
differential privacy
James-Stein

File:

Download Thesis_Chandrasekhar_Mothali.pdf

Committee Members:

Daniel Kifer, Thesis Advisor/Co-Advisor
Daniel Kifer, Thesis Advisor/Co-Advisor

Author:

Solea, Eftychia

Title:

Differentially Private Hypothesis Testing For Normal Random Variables.

Graduate Program:

Statistics

Keywords:

differential privacy
hypothesis testing
normal distribution

File:

Download Eftychia-MS.pdf

Committee Members:

Aleksandra B Slavkovic, Thesis Advisor/Co-Advisor

Author:

Kuo, Yu Hsuan

Title:

SINGLING-OUT VS. BLENDING-IN: OUTLIER DETECTION AND DIFFERENTIAL PRIVACY IN DATA

Graduate Program:

Computer Science and Engineering

Keywords:

outlier detection
outlier explanation
differential privacy

File:

Download PSU_dissertation_kuo.pdf

Committee Members:

Daniel Kifer, Dissertation Advisor/Co-Advisor
Daniel Kifer, Committee Chair/Co-Chair
Clyde Lee Giles, Committee Member
Wang-Chien Lee, Committee Member
Zhenhui Li, Outside Member

Author:

Ding, Ding

Title:

Violation Detection, Extra Information Release and Secure Implementation for Differentially Private Mechanisms

Graduate Program:

Computer Science and Engineering

Keywords:

differential privacy
counterexample detection
privacy mechanism
floating-point vulnerability

File:

Download PhD_Dissertation_Ding.pdf

Committee Members:

G. Tan, Major Field Member
Aleksandra Slavkovic, Outside Unit & Field Member
Danfeng Zhang, Co-Chair & Dissertation Advisor
Daniel Kifer, Co-Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Wang, Yuxin

Title:

Automated Programming Frameworks for Analyzing Differential Privacy

Graduate Program:

Computer Science and Engineering

Keywords:

differential privacy
program analysis
programming languages

File:

Download main.pdf

Committee Members:

G. Tan, Major Field Member
Danfeng Zhang, Co-Chair & Dissertation Advisor
Daniel Kifer, Co-Chair & Dissertation Advisor
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Hehir, Jonathan

Title:

Problems of Discrete Inference with Noisy or Incomplete Data

Graduate Program:

Statistics

Keywords:

differential privacy
community detection
spectral clustering
distinct counting
data sketching

File:

Download hehir-dissertation.pdf

Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
David Hunter, Major Field Member
Xiaoyue Niu, Dissertation Advisor
Aleksandra Slavkovic, Chair & Dissertation Advisor
Daniel Kifer, Outside Unit & Field Member

Author:

Govere, Ephraim

Title:

Communicating Privacy-Utility Trade-Offs of Differential Privacy Through Analogical Reasoning

Graduate Program:

Cybersecurity Analytics and Operations

Keywords:

differential privacy
analogical reasoning
personally identifiable information
information sharing
protected individually identifiable health information

File:

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Committee Members:

Aiping Xiong, Thesis Advisor/Co-Advisor
Xiaolong Zhang, Committee Member
Jeffrey Bardzell, Program Head/Chair
Peng Liu, Thesis Advisor/Co-Advisor

Author:

Tran, Tran

Title:

Facilitating Access and Advancing Analytical Methodology for Confidential Data via Differentially Private Quantile Regression

Graduate Program:

Statistics

Keywords:

differential privacy
quantile regression

File:

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Committee Members:

Bing Li, Professor in Charge/Director of Graduate Studies
Sarah Rajtmajer, Outside Unit & Field Member
hyebin song, Major Field Member
Matthew Reimherr, Co-Chair & Dissertation Advisor
Aleksandra Slavkovic, Co-Chair & Dissertation Advisor