Explaining a machine learning decision to physicians via counterfactuals.
Supriya NageshNina MishraYonatan NaamadJames M. RehgMehul A. ShahAlexei WagnerPublished in: CHIL (2023)
Keyphrases
- machine learning
- decision making
- machine learning algorithms
- decision makers
- machine learning methods
- data mining
- decision process
- decision trees
- reinforcement learning
- supervised machine learning
- learning problems
- influence diagrams
- decision support system
- natural language processing
- machine learning approaches
- explanation based learning
- active learning
- pattern recognition
- feature selection
- computer vision
- artificial intelligence
- information retrieval
- computational biology
- decision model
- causal models
- medical data
- inductive learning
- decision support
- learning tasks
- decision problems
- semi supervised learning
- neural network
- human experts
- inductive logic programming
- decision rules
- supervised learning
- support vector machine
- knowledge discovery
- data analysis
- computer science
- clinical diagnosis