MDA for random forests: inconsistency, and a practical solution via the Sobol-MDA.
Clément BénardSébastien Da VeigaErwan ScornetPublished in: CoRR (2021)
Keyphrases
- random forests
- random forest
- logistic regression
- decision trees
- software engineering
- machine learning algorithms
- ensemble methods
- tree ensembles
- regression trees
- decision tree ensembles
- head pose estimation
- optimal solution
- metamodel
- real world
- image classification
- search space
- optimization method
- graph cuts
- training data
- classification accuracy
- randomized trees
- evolutionary algorithm