Privacy Management

Reducing audio membership inference attack accuracy to chance: 4 defenses

Authors: Michael Lomnitz, Nina Lopatina, Paul Gamble, Zigfried Hampel-Arias, Lucas Tindall, Felipe A. Mejia, Maria Alejandra Barrios | Published: 2019-10-31
Privacy Management
Attack Method
Effectiveness Analysis of Defense Methods

Secure and Efficient Federated Transfer Learning

Authors: Shreya Sharma, Xing Chaoping, Yang Liu, Yan Kang | Published: 2019-10-29 | Updated: 2019-10-30
Privacy Management
Poisoning
Deep Transfer Learning

Privacy Enhanced Multimodal Neural Representations for Emotion Recognition

Authors: Mimansa Jaiswal, Emily Mower Provost | Published: 2019-10-29
Privacy Management
Attack Method
evaluation metrics

Substra: a framework for privacy-preserving, traceable and collaborative Machine Learning

Authors: Mathieu N Galtier, Camille Marini | Published: 2019-10-25
Privacy Management
Cooperative System
Evaluation Method

Privacy-preserving Distributed Machine Learning via Local Randomization and ADMM Perturbation

Authors: Xin Wang, Hideaki Ishii, Linkang Du, Peng Cheng, Jiming Chen | Published: 2019-07-30 | Updated: 2019-09-09
Privacy Protection Mechanism
Privacy Management
Regularization

Actions Speak Louder Than Goals: Valuing Player Actions in Soccer

Authors: Tom Decroos, Lotte Bransen, Jan Van Haaren, Jesse Davis | Published: 2018-02-18 | Updated: 2019-07-10
Privacy Management
User Behavior Analysis
Machine Learning Method