Handling Non-IID Data in Federated Learning: An Experimental Evaluation Towards Unified Metrics.
Marc HallerChristian LenzRobin NachtigallFeras M. AwayshehSadi AlawadiPublished in: DASC/PiCom/CBDCom/CyberSciTech (2023)
Keyphrases
- experimental evaluation
- database
- raw data
- prior knowledge
- data sets
- learning algorithm
- synthetic data
- learned models
- data distribution
- experimental data
- data collection
- data sources
- original data
- data structure
- learning process
- active learning
- statistical analysis
- computer systems
- learning tasks
- data quality
- high dimensional data
- data processing
- learning models
- bayesian methods
- data points
- learning systems
- distributed data
- databases
- training data
- high quality
- missing data
- supervised learning
- small number
- image data
- end users