Bounds on the Generalization Performance of Kernel Machine Ensembles.
Theodoros EvgeniouLuis Pérez-BrevaMassimiliano PontilTomaso A. PoggioPublished in: ICML (2000)
Keyphrases
- kernel machines
- learning machines
- ensemble learning
- support vector
- vc dimension
- learning algorithm
- model selection
- generalization error
- pattern recognition
- training algorithm
- support vector machine
- learning tasks
- sample complexity
- learning problems
- upper bound
- decision trees
- neural network
- machine learning
- ensemble methods
- generalization ability
- kernel function
- worst case