FedBalancer: data and pace control for efficient federated learning on heterogeneous clients.
Jaemin ShinYuanchun LiYunxin LiuSung-Ju LeePublished in: MobiSys (2022)
Keyphrases
- data sets
- prior knowledge
- data processing
- high quality
- data sources
- distributed data
- end users
- data structure
- data analysis
- learning algorithm
- data quality
- training data
- database
- learning models
- data collection
- synthetic data
- data distribution
- human experts
- learned models
- heterogeneous sources
- input data
- distributed systems
- bayesian networks
- feature selection