Dealing with clustered samples for assessing map accuracy by cross-validation.
Sytze de BruinDick BrusGerard B. M. HeuvelinkTom van Ebbenhorst TengbergenAlexandre M. J.-C. WadouxPublished in: Ecol. Informatics (2022)
Keyphrases
- cross validation
- unseen data
- model selection
- training set
- leave one out cross validation
- variable selection
- roc analysis
- support vector
- classification accuracy
- hyperparameters
- cross validated
- error estimates
- nearest neighbor classifiers
- generalization error
- regularization parameter
- grid search
- regression problems
- information criterion
- ls svm
- error analysis
- data sets
- incremental learning
- support vector machine
- machine learning