An empirical margin explanation for the effectiveness of DECORATE ensemble learning algorithm.
Bo SunHaiyan ChenJiandong WangPublished in: Knowl. Based Syst. (2015)
Keyphrases
- learning algorithm
- ensemble methods
- base classifiers
- maximum margin
- training data
- ensemble learning
- neural network
- generalization error
- training set
- generalization ability
- learning rate
- machine learning
- back propagation
- objective function
- multi class
- learning scheme
- decision trees
- learning models
- boosting algorithms
- learning problems
- prediction accuracy
- machine learning algorithms
- training examples
- supervised learning
- learning process
- lower bound
- support vector