HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learning.
Gyudong KimMehdi GhasemiSoroush HeidariSeungryong KimYoung Geun KimSarma B. K. VrudhulaCarole-Jean WuPublished in: MLSys (2024)
Keyphrases
- data sets
- data sources
- background knowledge
- data analysis
- learning algorithm
- active learning
- prior knowledge
- data points
- statistical analysis
- original data
- learning models
- sensor data
- data quality
- data mining
- raw data
- missing data
- learning systems
- database
- data collection
- knowledge acquisition
- data processing
- training data
- small number
- image data
- end users
- data objects
- distributed data
- learning tasks
- domain experts
- online learning
- knowledge discovery
- learning process
- bayesian networks
- social networks