EntropicFL: Efficient Federated Learning via Data Entropy and Model Divergence.
Rómulo Walter Condori BustincioAllan Mariano de SouzaJoahannes B. D. da CostaLuiz F. BittencourtPublished in: UCC (2023)
Keyphrases
- prior knowledge
- learning models
- accurate models
- learned models
- test data
- experimental data
- data analysis
- database
- input data
- data sets
- measured data
- information theoretic
- computational model
- data collection
- data sources
- empirical data
- active learning
- sensory data
- high dimensional data
- high level
- expert knowledge
- statistical methods
- learning algorithm
- spatial data
- learning scheme
- bayesian methods
- raw data
- objective function
- mathematical model
- learning process
- mutual information
- data mining
- federated databases
- distributed data
- simulation data
- neural network
- probabilistic model
- hidden variables
- information theory
- data structure
- digital libraries
- background knowledge
- em algorithm
- data processing
- data points