Rethinking Data Heterogeneity in Federated Learning: Introducing a New Notion and Standard Benchmarks.
Saeed VahidianMahdi MorafahChen ChenMubarak ShahBill LinPublished in: IEEE Trans. Artif. Intell. (2024)
Keyphrases
- prior knowledge
- data collection
- database
- data sets
- raw data
- data sources
- data processing
- data analysis
- learning process
- distributed data
- background knowledge
- data points
- hidden variables
- original data
- human experts
- learning systems
- synthetic data
- input data
- neural network
- image data
- knowledge discovery
- high quality
- data structure
- data distribution
- highly heterogeneous
- bayesian methods
- decision trees
- data quality
- feature space
- distributed systems
- experimental data
- sensor data
- probability distribution
- computer systems
- small number
- supervised learning