Leave One Out Error, Stability, and Generalization of Voting Combinations of Classifiers.
We study the leave-one-out and generalization errors of voting combinations of learning machines. A special case considered is a variant of bagging. We analyze in detail combinations of kernel machines, such as support vector machines, and present theoretical estimates of their leave-one-out error....
| Publié dans: | Machine learning. 55, 1 (2004). |
|---|---|
| Auteur principal: | |
| Format: | Article |
| Langue: | English |
| Sujets: |