Applying correlation to enhance boosting technique using genetic programming as base learner.
Luzia Vidal de SouzaAurora T. R. PozoJoel Mauricio Corrêa da RosaAnselmo Chaves NetoPublished in: Appl. Intell. (2010)
Keyphrases
- base learners
- ensemble methods
- decision stumps
- ensemble learning
- base classifiers
- random forests
- learning scheme
- gradient boosting
- decision trees
- cost sensitive
- meta learning
- classification algorithm
- training data
- learning tasks
- learning algorithm
- regression problems
- cross validation
- generalization ability
- training process
- prediction accuracy
- loss function
- machine learning methods
- multi class
- benchmark datasets
- logistic regression
- ensemble classifier
- learning problems
- bias variance decomposition
- multi task
- random forest
- weak classifiers
- high dimensional data
- semi supervised
- machine learning