Measuring Data Similarity for Efficient Federated Learning: A Feasibility Study.
Fernanda FamáCharalampos KalalasSandra LagénPaolo DiniPublished in: CoRR (2024)
Keyphrases
- data sets
- statistical analysis
- prior knowledge
- knowledge acquisition
- background knowledge
- empirical studies
- training data
- data collection
- data analysis
- data sources
- input data
- survey data
- human experts
- data points
- databases
- learning process
- high quality
- end users
- image data
- semantic similarity
- data quality
- data mining
- learning systems
- synthetic data
- raw data
- learning tasks
- user defined
- data distribution
- feature selection
- high dimensional data
- database systems
- similarity measure
- computer systems
- data structure
- active learning