Privacy Protection Mechanism

Distributed One-class Learning

Authors: Ali Shahin Shamsabadi, Hamed Haddadi, Andrea Cavallaro | Published: 2018-02-10
Privacy Protection Mechanism
Adversarial Learning
Machine Learning Method

CryptoRec: Privacy-preserving Recommendation as a Service

Authors: Jun Wang, Afonso Arriaga, Qiang Tang, Peter Y. A. Ryan | Published: 2018-02-07 | Updated: 2018-05-13
Privacy Protection Mechanism
Differential Privacy
Machine Learning Method

ModelChain: Decentralized Privacy-Preserving Healthcare Predictive Modeling Framework on Private Blockchain Networks

Authors: Tsung-Ting Kuo, Lucila Ohno-Machado | Published: 2018-02-06
Privacy Protection Mechanism
Blockchain Integration
Machine Learning Method

Secure Range Queries for Multiple Users

Authors: Anselme Tueno, Florian Kerschbaum | Published: 2018-02-04
Privacy-Preserving Algorithm
Privacy Protection Mechanism
Secure Arithmetic Computation

PrivPy: Enabling Scalable and General Privacy-Preserving Machine Learning

Authors: Yi Li, Yitao Duan, Yu Yu, Shuoyao Zhao, Wei Xu | Published: 2018-01-30 | Updated: 2020-04-21
Privacy-Preserving Algorithm
Privacy Protection Mechanism
Secure Arithmetic Computation

Machine Learning Models that Remember Too Much

Authors: Congzheng Song, Thomas Ristenpart, Vitaly Shmatikov | Published: 2017-09-22
Privacy Protection Mechanism
Privacy Leakage
Model Extraction Attack

A Mean-Field Stackelberg Game Approach for Obfuscation Adoption in Empirical Risk Minimization

Authors: Jeffrey Pawlick, Quanyan Zhu | Published: 2017-06-08 | Updated: 2017-10-16
Privacy Protection Mechanism
Privacy Issues
Differential Privacy

LRSE: A Lightweight Efficient Searchable Encryption Scheme using Local and Global Representations

Authors: Ruihui Zhao, Yuanliang Sun, Mizuho Iwaihara | Published: 2017-05-24
Dataset evaluation
Privacy Protection Mechanism
Privacy Issues

Personalized and Private Peer-to-Peer Machine Learning

Authors: Aurélien Bellet, Rachid Guerraoui, Mahsa Taziki, Marc Tommasi | Published: 2017-05-23 | Updated: 2018-02-19
Q-Learning Algorithm
Privacy Protection Mechanism
Differential Privacy

Pyramid: Enhancing Selectivity in Big Data Protection with Count Featurization

Authors: Mathias Lecuyer, Riley Spahn, Roxana Geambasu, Tzu-Kuo Huang, Siddhartha Sen | Published: 2017-05-21
Data Protection
Privacy Protection Mechanism
Privacy Issues