RingFed: Reducing Communication Costs in Federated Learning on Non-IID Data.
Guang YangKe MuChunhe SongZhijia YangTierui GongPublished in: CoRR (2021)
Keyphrases
- data sets
- synthetic data
- data processing
- human experts
- data collection
- knowledge discovery
- data points
- data structure
- learning process
- prior knowledge
- active learning
- data sources
- raw data
- image data
- data distribution
- original data
- learning algorithm
- statistical analysis
- high dimensional data
- online learning
- distributed data
- spatial data
- learning systems
- data analysis
- background knowledge
- database
- learning tasks
- probability distribution
- training data
- neural network
- learned models