Clinical outcome prediction under hypothetical interventions - a representation learning framework for counterfactual reasoning.
Yikuan LiMohammad MamoueiShishir RaoAbdelaali HassaïneDexter CanoyThomas LukasiewiczKazem RahimiGholamreza Salimi KhorshidiPublished in: CoRR (2022)
Keyphrases
- learning process
- learning algorithm
- logical framework
- learning scheme
- inference process
- distributed learning
- theoretical framework
- main contribution
- knowledge acquisition
- unsupervised learning
- online learning
- inductive inference
- visual representation
- prediction accuracy
- design principles
- structured representations
- multiple representations
- knowledge representation
- learning mechanism
- active learning
- linear predictors
- perceptual information
- representation scheme
- solving problems
- multi task
- supervised learning
- prior knowledge