Exploring the trade-off between generalization and empirical errors in a one-norm SVM.
Haldun AytugSerpil SayinPublished in: Eur. J. Oper. Res. (2012)
Keyphrases
- trade off
- support vector
- support vector machine svm
- support vector machine
- learning machines
- knn
- statistical learning theory
- bias variance
- machine learning
- small sample
- multi class
- svm classification
- k nearest neighbor
- svm classifier
- theoretical analysis
- expected error
- support vectors
- feature vectors
- training set
- feature selection
- classification algorithm
- generalization bounds
- lp norm
- generalization ability
- kernel function
- decision forest
- training data
- text classifiers
- error analysis
- decision function
- text classification
- large margin classifiers
- multi class svm