Functional genomics data: privacy risk assessment and technological mitigation

G Gürsoy, T Li, S Liu, E Ni, CM Brannon… - Nature Reviews …, 2022 - nature.com
The generation of functional genomics data by next-generation sequencing has increased
greatly in the past decade. Broad sharing of these data is essential for research …

A review of medical federated learning: Applications in oncology and cancer research

A Chowdhury, H Kassem, N Padoy, R Umeton… - International MICCAI …, 2021 - Springer
Abstract Machine learning has revolutionized every facet of human life, while also becoming
more accessible and ubiquitous. Its prevalence has had a powerful impact in healthcare …

Privacy-preserving genomic analysis via PSO-driven federated learning on blockchain

R Nourmohammadi, I Behravan… - 2023 3rd Intelligent …, 2023 - ieeexplore.ieee.org
Federated learning, a distributed machine learning method, trains statistical models over
remote devices or servers with local data, without exchanging data samples. It preserves …