Counterfactual Explanation Trees: Transparent and Consistent Actionable Recourse with Decision Trees.
Kentaro KanamoriTakuya TakagiKen KobayashiYuichi IkePublished in: AISTATS (2022)
Keyphrases
- decision trees
- causal reasoning
- decision tree induction
- predictive accuracy
- naive bayes
- decision tree learning
- classification trees
- machine learning
- random forest
- training data
- logistic regression
- decision rules
- machine learning algorithms
- tree induction
- decision tree algorithm
- data mining methods
- training set
- logical framework
- attribute selection
- tree construction
- classification models
- ensemble methods
- rule induction
- stochastic programming
- linear program
- fuzzy decision trees
- data mining
- gain ratio
- feature construction
- induction algorithms
- explanation based learning
- random forests
- information gain
- multistage
- learning algorithm