Counterfactual and Factual Reasoning over Hypergraphs for Interpretable Clinical Predictions on EHR.
Ran XuYue YuChao ZhangMohammed K. AliJoyce C. HoCarl YangPublished in: ML4H@NeurIPS (2022)
Keyphrases
- logical framework
- electronic health records
- causal reasoning
- patient data
- clinical data
- clinical practice
- health information systems
- graph theory
- clinical trials
- healthcare providers
- reasoning systems
- medical data
- clinical setting
- qualitative reasoning
- reasoning tasks
- knowledge representation
- reasoning process
- hypergraph model
- causal models
- classification rules
- description logics
- information extraction