Federated learning is not a cure-all for data ethics.
Marieke Ar BakVince I. MadaiLeo Anthony CeliGeorgios KaissisRonald CornetMenno MarisDaniel RueckertAlena BuyxStuart McLennanPublished in: Nat. Mac. Intell. (2024)
Keyphrases
- data sets
- data analysis
- database
- data sources
- learning algorithm
- data processing
- learning systems
- original data
- data distribution
- background knowledge
- prior knowledge
- sensor data
- statistical analysis
- data collection
- learning process
- high quality
- missing data
- learning models
- distributed data
- synthetic data
- accurate models
- data structure
- databases
- image data
- input data
- supervised learning
- online learning
- spatial data
- experimental data
- high dimensional data
- raw data
- reinforcement learning
- data quality
- bayesian networks
- hidden variables
- training data
- high tech
- unsupervised learning