From global to local MDI variable importances for random forests and when they are Shapley values.
Antonio SuteraGilles LouppeVân Anh Huynh-ThuLouis WehenkelPierre GeurtsPublished in: CoRR (2021)
Keyphrases
- random forests
- random forest
- decision trees
- machine learning algorithms
- logistic regression
- ensemble methods
- tree ensembles
- regression trees
- randomized trees
- decision tree ensembles
- image processing
- relational databases
- evolutionary algorithm
- semi supervised
- feature set
- machine learning methods
- data sets
- artificial neural networks
- high dimensional
- pairwise
- data mining
- neural network