Novel ensemble methods for regression via classification problems.
Amir AhmadSami M. HalawaniIbrahim A. AlbidewiPublished in: Expert Syst. Appl. (2012)
Keyphrases
- ensemble methods
- base learners
- prediction accuracy
- random forests
- benchmark datasets
- random forest
- decision trees
- machine learning methods
- regression problems
- generalization ability
- ensemble learning
- drifting concepts
- base classifiers
- binary classification
- multiple models
- classifier ensemble
- majority voting
- model selection
- neural network
- bootstrap sampling
- linear regression
- learning scheme
- ensemble feature selection
- trade off
- ensemble classifier
- genetic algorithm
- imbalanced data
- decision tree ensembles
- feature subset
- learning tasks
- artificial neural networks
- learning algorithm
- machine learning