A Framework for Generating Synthetic Clinical Datasets with Learning Effects to Support Methods Development and Validation.
Sharon E. DavisHenry SsemagandaJejo KoolaJialin MaoDax M. WestermanTheodore SperoffUsha GovindarajuluCraig RamsayLucila Ohno-MachadoFrederic S. ResnicMichael E. MathenyPublished in: AMIA (2022)
Keyphrases
- learning frameworks
- benchmark datasets
- learning algorithm
- learning scheme
- learning process
- empirical studies
- technology enhanced learning
- supervised learning
- multi view learning
- learning systems
- learning tasks
- medical domain
- software engineering
- reinforcement learning
- active participation
- support systems
- learning scenarios
- object detectors
- mobile technologies
- learning models
- patient data
- design principles
- sampling methods
- synthetic and real datasets
- knowledge management
- machine learning