Incentivising the federation: gradient-based metrics for data selection and valuation in private decentralised training.
Dmitrii UsyninDaniel RueckertGeorgios KaissisPublished in: EICC (2024)
Keyphrases
- data sets
- database
- data sources
- synthetic data
- training data
- data processing
- high quality
- data structure
- experimental data
- test data
- data points
- raw data
- data collection
- missing data
- input data
- training examples
- training samples
- statistical analysis
- image data
- prior knowledge
- relational databases
- search engine
- supervised learning
- hidden markov models
- privacy preserving
- sensor data
- support vector
- data distribution
- databases
- historical data
- labelled data