On the Insufficiency of the Large Margins Theory in Explaining the Performance of Ensemble Methods.
Waldyn G. MartinezJ. Brian GrayPublished in: CoRR (2019)
Keyphrases
- ensemble methods
- machine learning methods
- prediction accuracy
- benchmark datasets
- random forests
- ensemble learning
- base classifiers
- decision trees
- generalization ability
- drifting concepts
- bootstrap sampling
- imbalanced data
- majority voting
- random forest
- trade off
- artificial neural networks
- genetic programming
- pairwise
- multiple models
- image processing
- machine learning