Data Privacy Assessment

On the Privacy Risks of Algorithmic Fairness

Authors: Hongyan Chang, Reza Shokri | Published: 2020-11-07 | Updated: 2021-04-07
Data Privacy Assessment
Membership Inference
Model Performance Evaluation

Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings

Authors: Vinith M. Suriyakumar, Nicolas Papernot, Anna Goldenberg, Marzyeh Ghassemi | Published: 2020-10-13
DP-SGD
Data Privacy Assessment
Machine Learning

Elliptical modeling and pattern analysis for perturbation models and classfication

Authors: Shan Suthaharan, Weining Shen | Published: 2017-10-22
Data Privacy Assessment
Privacy-Preserving Machine Learning
Model evaluation methods

Differentially Private Query Learning: from Data Publishing to Model Publishing

Authors: Tianqing Zhu, Ping Xiong, Gang Li, Wanlei Zhou, Philip S. Yu | Published: 2017-10-13
Data Privacy Assessment
Privacy-Preserving Machine Learning
Differential Privacy