Privacy Protection in Machine Learning

AdaCliP: Adaptive Clipping for Private SGD

Authors: Venkatadheeraj Pichapati, Ananda Theertha Suresh, Felix X. Yu, Sashank J. Reddi, Sanjiv Kumar | Published: 2019-08-20 | Updated: 2019-10-23
Privacy Enhancing Technology
Privacy Assessment
Privacy Protection in Machine Learning

Local Differential Privacy for Deep Learning

Authors: M. A. P. Chamikara, P. Bertok, I. Khalil, D. Liu, S. Camtepe, M. Atiquzzaman | Published: 2019-08-08 | Updated: 2019-11-09
Privacy Enhancing Technology
Prompt Injection
Privacy Protection in Machine Learning

An Enhanced Machine Learning-based Biometric Authentication System Using RR-Interval Framed Electrocardiograms

Authors: Amang Song-Kyoo Kim, Chan Yeob Yeun, Paul D. Yoo | Published: 2019-07-27 | Updated: 2019-12-01
User Authentication System
Performance Evaluation Metrics
Privacy Protection in Machine Learning

Zeroth-Order Stochastic Alternating Direction Method of Multipliers for Nonconvex Nonsmooth Optimization

Authors: Feihu Huang, Shangqian Gao, Songcan Chen, Heng Huang | Published: 2019-05-29 | Updated: 2019-07-30
Convergence analysis
Optimization Methods
Privacy Protection in Machine Learning

Privacy-Preserving Deep Neural Networks with Pixel-based Image Encryption Considering Data Augmentation in the Encrypted Domain

Authors: Warit Sirichotedumrong, Takahiro Maekawa, Yuma Kinoshita, Hitoshi Kiya | Published: 2019-05-06
Privacy Technique
Data Augmentation in Encrypted Domains
Privacy Protection in Machine Learning

Towards Measuring Membership Privacy

Authors: Yunhui Long, Vincent Bindschaedler, Carl A. Gunter | Published: 2017-12-25
Privacy Risk Management
Membership Inference
Privacy Protection in Machine Learning