Towards More Efficient Data Valuation in Healthcare Federated Learning using Ensembling.
Sourav KumarA. LakshminarayananKen ChangFeri GuretnoIvan Ho MienJayashree Kalpathy-CramerPavitra KrishnaswamyPraveer SinghPublished in: CoRR (2022)
Keyphrases
- data sets
- data collection
- data sources
- prior knowledge
- data analysis
- synthetic data
- learning process
- training data
- image data
- data distribution
- background knowledge
- data structure
- raw data
- input data
- data processing
- database
- learning tasks
- missing data
- learning systems
- data quality
- statistical analysis
- cloud computing
- knowledge acquisition
- online learning
- supervised learning
- data points
- active learning
- information systems