HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learning.
Gyudong KimMehdi GhasemiSoroush HeidariSeungryong KimYoung Geun KimSarma B. K. VrudhulaCarole-Jean WuPublished in: CoRR (2024)
Keyphrases
- data sources
- data sets
- prior knowledge
- training data
- supervised learning
- database
- high quality
- computer systems
- data collection
- learning process
- learning algorithm
- data processing
- knowledge discovery
- knowledge acquisition
- human experts
- data mining techniques
- missing data
- image data
- learning systems
- end users
- learning models
- relational databases
- data analysis
- synthetic data
- raw data
- online learning
- original data
- distributed data
- information sources
- statistical analysis
- collaborative learning
- databases
- data points
- neural network
- digital libraries