Federated learning improves site performance in multicenter deep learning without data sharing.
Karthik V. SarmaStephanie A. HarmonThomas SanfordHolger R. RothZiyue XuJesse TetreaultDaguang XuMona G. FloresAlex G. RamanRushikesh KulkarniBradford J. WoodPeter L. ChoykeAlan PriesterLeonard S. MarksSteven S. RamanDieter EnzmannBaris TurkbeyWilliam SpeierCorey W. ArnoldPublished in: J. Am. Medical Informatics Assoc. (2021)
Keyphrases
- deep learning
- data sharing
- unsupervised learning
- learning algorithm
- learning process
- data integration
- reinforcement learning
- data sets
- machine learning
- peer to peer
- distributed data
- active learning
- e learning
- deep architectures
- unsupervised feature learning
- higher order
- information sharing
- online learning
- decision support system
- relational databases
- decision making
- data mining
- real world