A Bayesian Causal Inference Approach for Assessing Fairness in Clinical Decision-Making.
Linying ZhangLauren R. RichterYixin WangAnna OstropoletsNoemie ElhadadDavid M. BleiGeorge HripcsakPublished in: CoRR (2022)
Keyphrases
- causal inference
- clinical decision making
- clinical data
- additive noise
- clinical practice
- abductive reasoning
- clinical decision support
- causal models
- rare events
- nonmonotonic reasoning
- lung cancer
- discrete data
- maximum likelihood
- decision support
- bayesian networks
- spatial domain
- posterior distribution
- observational data
- probabilistic model