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Open Access

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

Open Access

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

Open Access

Author:: Wang, Yuxin
Title:: Automated Programming Frameworks for Analyzing Differential Privacy
Graduate Program:: Computer Science and Engineering (PHD)
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

Open Access

Author:: Hehir, Jonathan
Title:: Problems of Discrete Inference with Noisy or Incomplete Data
Graduate Program:: Statistics (PHD)
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

Open Access

Author:: Ding, Ding
Title:: Violation Detection, Extra Information Release and Secure Implementation for Differentially Private Mechanisms
Graduate Program:: Computer Science and Engineering (PHD)
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

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