Consistent Sufficient Explanations and Minimal Local Rules for explaining the decision of any classifier or regressor.
Salim I. AmoukouNicolas J.-B. BrunelPublished in: NeurIPS (2022)
Keyphrases
- generating explanations
- decision rules
- learning classifier systems
- decision making
- decision trees
- classification decisions
- association rules
- linear classifiers
- feature space
- association rule mining
- classifier systems
- regression method
- associative classifiers
- decision process
- causal models
- decision processes
- decision tree classifiers
- rule based systems
- classification process
- training set
- support vector machine
- rule sets
- classification method
- classification algorithm
- support vector
- neural network
- decision makers
- associative classification
- discriminative learning
- learning phase
- bayesian classifier
- classification rules
- class labels