Data Protection Method

Leaking Sensitive Financial Accounting Data in Plain Sight using Deep Autoencoder Neural Networks

Authors: Marco Schreyer, Chistian Schulze, Damian Borth | Published: 2020-12-13
Data Protection Method
Image Feature Extraction
Financial Intelligence

On Lightweight Privacy-Preserving Collaborative Learning for Internet of Things by Independent Random Projections

Authors: Linshan Jiang, Rui Tan, Xin Lou, Guosheng Lin | Published: 2020-12-11
Data Privacy Assessment
Data Protection Method
Federated Learning

Privacy-preserving medical image analysis

Authors: Alexander Ziller, Jonathan Passerat-Palmbach, Théo Ryffel, Dmitrii Usynin, Andrew Trask, Ionésio Da Lima Costa Junior, Jason Mancuso, Marcus Makowski, Daniel Rueckert, Rickmer Braren, Georgios Kaissis | Published: 2020-12-10
Data Protection Method
Watermarking Settings for Medical Data
Federated Learning

Research Challenges in Designing Differentially Private Text Generation Mechanisms

Authors: Oluwaseyi Feyisetan, Abhinav Aggarwal, Zekun Xu, Nathanael Teissier | Published: 2020-12-10
Data Privacy Assessment
Data Protection Method
Statistical Methods

Risk Management Framework for Machine Learning Security

Authors: Jakub Breier, Adrian Baldwin, Helen Balinsky, Yang Liu | Published: 2020-12-09
Cost Efficiency
Data Protection Method
Evaluation Method

Image Obfuscation for Privacy-Preserving Machine Learning

Authors: Mathilde Raynal, Radhakrishna Achanta, Mathias Humbert | Published: 2020-10-20
Dataset evaluation
Data Protection Method
Membership Inference

Correlated Differential Privacy: Feature Selection in Machine Learning

Authors: Tao Zhang, Tianqing Zhu, Ping Xiong, Huan Huo, Zahir Tari, Wanlei Zhou | Published: 2020-10-07
Data Protection Method
Data Selection Strategy
Feature Importance Analysis

PCAL: A Privacy-preserving Intelligent Credit Risk Modeling Framework Based on Adversarial Learning

Authors: Yuli Zheng, Zhenyu Wu, Ye Yuan, Tianlong Chen, Zhangyang Wang | Published: 2020-10-06
Data Protection Method
Machine Learning
Financial Intelligence

DarKnight: A Data Privacy Scheme for Training and Inference of Deep Neural Networks

Authors: Hanieh Hashemi, Yongqin Wang, Murali Annavaram | Published: 2020-06-01 | Updated: 2020-10-15
Data Protection Method
Privacy Assessment
Computational Consistency

Deceptive Deletions for Protecting Withdrawn Posts on Social Platforms

Authors: Mohsen Minaei, S Chandra Mouli, Mainack Mondal, Bruno Ribeiro, Aniket Kate | Published: 2020-05-28
Data Protection Method
Privacy Assessment
Adversarial Attack Methods