Data Privacy Assessment

Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions

Authors: Ashish Rauniyar, Desta Haileselassie Hagos, Debesh Jha, Jan Erik Håkegård, Ulas Bagci, Danda B. Rawat, Vladimir Vlassov | Published: 2022-08-05 | Updated: 2023-10-29
Data Privacy Assessment
Advancements in Medical IoT
Medical Image Analysis
2022.08.05 2025.05.28
Literature Database

A Systematic Survey of Blockchained Federated Learning

Authors: Zhilin Wang, Qin Hu, Minghui Xu, Yan Zhuang, Yawei Wang, Xiuzhen Cheng | Published: 2021-10-05 | Updated: 2024-06-01
Data Privacy Assessment
Blockchain Technology
Federated Learning
2021.10.05 2025.05.28
Literature Database

Label differential privacy via clustering

Authors: Hossein Esfandiari, Vahab Mirrokni, Umar Syed, Sergei Vassilvitskii | Published: 2021-10-05
Algorithm
Data Privacy Assessment
Privacy Risk Management
2021.10.05 2025.05.28
Literature Database

Secure Machine Learning over Relational Data

Authors: Qiyao Luo, Yilei Wang, Zhenghang Ren, Ke Yi, Kai Chen, Xiao Wang | Published: 2021-09-30
Algorithm
Data Privacy Assessment
Membership Inference
2021.09.30 2025.05.28
Literature Database

Fairness-Driven Private Collaborative Machine Learning

Authors: Dana Pessach, Tamir Tassa, Erez Shmueli | Published: 2021-09-29
Data Privacy Assessment
Performance Evaluation
Federated Learning
2021.09.29 2025.05.28
Literature Database

Differentially Private Aggregation in the Shuffle Model: Almost Central Accuracy in Almost a Single Message

Authors: Badih Ghazi, Ravi Kumar, Pasin Manurangsi, Rasmus Pagh, Amer Sinha | Published: 2021-09-27
Algorithm
Data Privacy Assessment
Privacy Risk Management
2021.09.27 2025.05.28
Literature Database

SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning

Authors: Eugenio Lomurno, Alberto Archetti, Lorenzo Cazzella, Stefano Samele, Leonardo Di Perna, Matteo Matteucci | Published: 2021-09-24 | Updated: 2022-09-07
Data Privacy Assessment
Data Generation
Federated Learning
2021.09.24 2025.05.28
Literature Database

A Validated Privacy-Utility Preserving Recommendation System with Local Differential Privacy

Authors: Seryne Rahali, Maryline Laurent, Souha Masmoudi, Charles Roux, Brice Mazeau | Published: 2021-09-23
Data Privacy Assessment
Data-Driven Clustering
Privacy Risk Management
2021.09.23 2025.05.28
Literature Database

Partial sensitivity analysis in differential privacy

Authors: Tamara T. Mueller, Alexander Ziller, Dmitrii Usynin, Moritz Knolle, Friederike Jungmann, Daniel Rueckert, Georgios Kaissis | Published: 2021-09-22 | Updated: 2021-11-28
Data Privacy Assessment
Privacy Risk Management
Feature Importance Analysis
2021.09.22 2025.05.28
Literature Database

An automatic differentiation system for the age of differential privacy

Authors: Dmitrii Usynin, Alexander Ziller, Moritz Knolle, Andrew Trask, Kritika Prakash, Daniel Rueckert, Georgios Kaissis | Published: 2021-09-22 | Updated: 2022-04-05
Data Privacy Assessment
Privacy Risk Management
Machine Learning Application
2021.09.22 2025.05.28
Literature Database
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