Apples-to-apples in cross-validation studies: pitfalls in classifier performance measurement.
George FormanMartin ScholzPublished in: SIGKDD Explor. (2010)
Keyphrases
- cross validation
- model selection
- cross validated
- variable selection
- support vector
- hyperparameters
- training set
- permutation tests
- information criterion
- regularization parameter
- regression problems
- nearest neighbor classifiers
- generalization error
- neural network
- unseen data
- ls svm
- data sets
- sample size
- upper bound
- support vector machine
- machine learning
- error estimates