A Survey of Federated Learning From Data Perspective in the Healthcare Domain: Challenges, Methods, and Future Directions.
Zahraa K. TahaChong Tak YawJohnny Siaw Paw KohSieh Kiong TiongKumaran KadirgamaFoo BenedictJian-Ding TanYogendra BalasubramaniamPublished in: IEEE Access (2023)
Keyphrases
- future directions
- learning models
- data sources
- statistical methods
- data analysis
- data sets
- lessons learned
- learning algorithm
- missing values
- human experts
- prior knowledge
- learned models
- bayesian methods
- distributed data
- computer systems
- training data
- current challenges
- background knowledge
- high dimensional data
- data mining techniques
- knowledge discovery
- active learning
- learning process
- learning systems
- big data
- domain specific
- data points
- open questions