Privacy Risk Management

A Fairness Analysis on Private Aggregation of Teacher Ensembles

Authors: Cuong Tran, My H. Dinh, Kyle Beiter, Ferdinando Fioretto | Published: 2021-09-17
Sample Complexity
Privacy Risk Management
Regularization

Differential Privacy in Personalized Pricing with Nonparametric Demand Models

Authors: Xi Chen, Sentao Miao, Yining Wang | Published: 2021-09-10
Algorithm
Data Privacy Assessment
Privacy Risk Management

An Experiment Study on Federated LearningTestbed

Authors: Cheng Shen, Wanli Xue | Published: 2021-03-19
Privacy Risk Management
Model Communication
Communication Efficiency

DDUO: General-Purpose Dynamic Analysis for Differential Privacy

Authors: Chike Abuah, Alex Silence, David Darais, Joe Near | Published: 2021-03-16
Data Dependency
Privacy Risk Management
Dynamic Analysis

Quantum federated learning through blind quantum computing

Authors: Weikang Li, Sirui Lu, Dong-Ling Deng | Published: 2021-03-15 | Updated: 2021-09-02
Privacy Risk Management
Poisoning
Quantum Classifier

Quantum machine learning with differential privacy

Authors: William M Watkins, Samuel Yen-Chi Chen, Shinjae Yoo | Published: 2021-03-10
DP-SGD
Privacy Risk Management
Quantum Machine Learning

Analyzing Bias in Sensitive Personal Information Used to Train Financial Models

Authors: Reginald Bryant, Celia Cintas, Isaac Wambugu, Andrew Kinai, Komminist Weldemariam | Published: 2019-11-09
Data Generation Method
Privacy Risk Management
Legal Compliance

Motion Sensor-based Privacy Attack on Smartphones

Authors: S Abhishek Anand, Chen Wang, Jian Liu, Nitesh Saxena, Yingying Chen | Published: 2019-07-12 | Updated: 2020-10-19
Privacy Risk Management
Privacy Protection
Speech Signal Processing

Private Machine Learning in TensorFlow using Secure Computation

Authors: Morten Dahl, Jason Mancuso, Yann Dupis, Ben Decoste, Morgan Giraud, Ian Livingstone, Justin Patriquin, Gavin Uhma | Published: 2018-10-18 | Updated: 2018-10-23
Data Protection Method
Privacy Risk Management
Computational Consistency

Privacy-Preserving Multiparty Learning For Logistic Regression

Authors: Wei Du, Ang Li, Qinghua Li | Published: 2018-10-04
Secure Logistic Regression
Privacy Risk Management
Differential Privacy