Relationship between the accuracy of classifier error estimation and distribution complexity.
Esmaeil Atashpaz-GargariChao SimaUlisses M. Braga-NetoEdward R. DoughertyPublished in: GENSiPS (2011)
Keyphrases
- error estimation
- model selection
- computational cost
- high accuracy
- computational complexity
- support vector machine
- training error
- error estimates
- svm classifier
- individual classifiers
- classification rate
- support vector machine classifier
- training data
- prediction accuracy
- higher classification accuracy
- training set size
- highest accuracy
- confusion matrix
- fold cross validation
- classification accuracy
- feature selection
- neural network
- classification process
- roc curve
- discriminative classifiers
- error rate
- probability distribution
- unseen data
- similarity measure
- learning algorithm
- data sets