[HTML][HTML] Evolution of health information sharing between health care organizations: potential of nonfungible tokens

P Esmaeilzadeh - Interactive Journal of Medical Research, 2023 - i-jmr.org
This study attempts to explain the development and progress of the technology used for
sharing health information across health care organizations (such as hospitals and …

VFL-R: a novel framework for multi-party in vertical federated learning

J Li, T Yan, P Ren - Applied Intelligence, 2023 - Springer
Federated learning (FL) provides a robust distributed framework for machine learning that
solves privacy leakage concerns. In the some cases, it is hard to train the FL model with …

Privacy-preserving distributed deep learning via LWE-based Certificateless Additively Homomorphic Encryption (CAHE)

E Antwi-Boasiako, S Zhou, Y Liao, Y Dong - Journal of Information Security …, 2023 - Elsevier
Current privacy-preserving schemes proposed for distributed deep learning (DDL) are
based on public key infrastructure (PKI) which has management of keys problem and also …

Privacy-Preserving in Blockchain-based Federated Learning Systems

S Nicolazzo, M Arazzi, A Nocera, M Conti - arXiv preprint arXiv …, 2024 - arxiv.org
Federated Learning (FL) has recently arisen as a revolutionary approach to collaborative
training Machine Learning models. According to this novel framework, multiple participants …

Policy-based chameleon hash with black-box traceability for redactable blockchain in IoT

P Duan, J Wang, Y Zhang, Z Ma, S Luo - Electronics, 2023 - mdpi.com
Blockchain has become an integral part of various IoT applications, and it has been
successful in boosting performance in various aspects. Applying blockchain as a trust …

Blockchain-based federated learning: incentivizing data sharing and penalizing dishonest behavior

A Jaberzadeh, AK Shrestha, FA Khan… - … Congress on Blockchain …, 2023 - Springer
With the increasing importance of data sharing for collaboration and innovation, it is
becoming more important to ensure that data is managed and shared in a secure and …

Fusion Optimization and Classification Model for Blockchain Assisted Healthcare Environment.

R Atassi, F Alhosban - Fusion: Practice & Applications, 2022 - search.ebscohost.com
Healthcare transformation is becoming one of the highest priorities in a world whereby
remarkable advances in technology are taking place. Recent healthcare data fusion …

ARFED: Attack-Resistant Federated averaging based on outlier elimination

E Isik-Polat, G Polat, A Kocyigit - Future Generation Computer Systems, 2023 - Elsevier
In federated learning, each participant trains its local model with its own data and a global
model is formed at a trusted server by aggregating model updates coming from these …

Integration of blockchain into medical data security: Key features, use cases, technical challenges, and future directions

AS Makinde, AO Agbeyangi, S Omaji - Contemporary Applications of …, 2023 - igi-global.com
There are a number of real-world instances of blockchain-based systems that are being
used or suggested for medical data security, but their implementation is limited and fraught …

A Survey on Privacy Preserving and Trust Building Techniques of Blockchain-Based Systems

G Balamurugan, AK Tyagi - … and Secured Data Storage in Cloud …, 2023 - igi-global.com
Blockchain technology has gained significant attention in recent years due to its
decentralized and immutable nature, and has made itself ideal for various applications such …