Data selection for efficient model update in federated learning.
Hongrui ShiValentin RaduPublished in: EuroMLSys@EuroSys (2022)
Keyphrases
- prior knowledge
- learning models
- experimental data
- data sources
- hidden variables
- simulation data
- input data
- training data
- learning scheme
- probabilistic model
- learned models
- measured data
- data sets
- computational model
- sensory data
- data mining techniques
- probability distribution
- empirical data
- data analysis
- database
- learning algorithm
- test data
- network structure
- expert knowledge
- raw data
- accurate models
- data quality
- data processing
- objective function
- human experts
- learning tasks
- sensor data
- background knowledge
- regression model
- em algorithm
- distributed data
- learning mechanism
- data collection
- feature space
- high level