A Principled Approach to Data Valuation for Federated Learning.
Tianhao WangJohannes RauschCe ZhangRuoxi JiaDawn SongPublished in: CoRR (2020)
Keyphrases
- prior knowledge
- data sources
- statistical analysis
- reinforcement learning
- data analysis
- databases
- data processing
- data structure
- input data
- original data
- raw data
- learning tasks
- missing data
- data distribution
- database
- supervised learning
- learning process
- training data
- human experts
- noisy data
- experimental data
- distributed data
- sensor data
- distributed systems
- synthetic data
- data collection
- online learning
- small number
- image data
- probability distribution
- active learning
- learning algorithm
- data sets