Fan Zhang, Daniel Kreuter, Yichen Chen, Sören Dittmer, Samuel Tull...
TL;DR使用分布式学习方法探索医疗数据的挑战和方法，评估当前方法的系统问题并提出改进建议。
Abstract
For healthcare datasets, it is often not possible to combine data samples
from multiple sites due to ethical, privacy or logistical concerns. Federated
learning allows for the utilisation of powerful machine learning algorithms
without requiring the pooling of data. Healthcare data has