Desiderata for Interpretability: Explaining Decision Tree Predictions with Counterfactuals.
Kacper SokolPeter A. FlachPublished in: AAAI (2019)
Keyphrases
- decision trees
- logistic regression
- decision tree induction
- predictive accuracy
- machine learning
- prediction accuracy
- machine learning algorithms
- causal models
- decision tree algorithm
- tree construction
- decision rules
- classification models
- training data
- decision tree algorithms
- rule sets
- logical language
- rule base
- decision tree learning
- decision tree construction
- database
- decision tree learning algorithm
- decision table
- information gain
- classification rules
- naive bayes
- artificial intelligence
- genetic algorithm
- real world
- real time