On Tackling Explanation Redundancy in Decision Trees.
Yacine IzzaAlexey IgnatievJoão Marques-SilvaPublished in: CoRR (2022)
Keyphrases
- decision trees
- decision tree induction
- naive bayes
- logistic regression
- predictive accuracy
- machine learning algorithms
- data mining methods
- training data
- decision tree algorithm
- random forest
- counter intuitive
- causal explanation
- rule induction
- training set
- artificial intelligence
- decision rules
- real time
- machine learning
- neural network
- constructive induction
- rule sets
- decision tree learning
- associative classifiers
- generating explanations
- boosted decision trees
- cost based abduction
- feature construction
- explanation based learning
- ensemble methods
- face recognition
- case study
- information systems
- genetic algorithm
- real world
- data sets