Correcting evaluation bias of relational classifiers with network cross validation.
Jennifer NevilleBrian GallagherTina Eliassi-RadTao WangPublished in: Knowl. Inf. Syst. (2012)
Keyphrases
- cross validation
- support vector
- training set
- model selection
- nearest neighbor classifiers
- unseen data
- binary classifiers
- variable selection
- grid search
- hyperparameters
- collective classification
- generalization error
- roc analysis
- machine learning algorithms
- test set
- cross validated
- error estimates
- rbf kernel
- data sets
- regularization parameter
- classification accuracy
- feature selection
- meta learning
- svm classification
- radial basis function
- class labels
- leave one out cross validation
- machine learning
- data mining
- neural network