Table 2 FL scope and oncology area examined per study
From: Advancing breast, lung and prostate cancer research with federated learning. A systematic review
FL Scope | Oncology Area | Studies |
---|---|---|
Data privacy | Breast | |
Lung | ||
Prostate | ||
Multi-cancer | ||
Domain adaptation | Multi-cancer | |
ML prediction improvement | Breast | |
Lung | ||
Prostate | ||
Multi-cancer | ||
Multi-disease | ||
Disease understanding improvement | Breast | |
ML model generalisability | Breast | |
Lung | ||
Prostate | ||
Multi-cancer | ||
Multi-disease | ||
Training time reduction | Lung |