Pseudo-absences, pseudo-models and pseudo-niches: pitfalls of model selection based on the area under the curve.
Duncan GolicherAndrew FordLuis CayuelaAdrian NewtonPublished in: Int. J. Geogr. Inf. Sci. (2012)
Keyphrases
- model selection
- cross validation
- hyperparameters
- parameter estimation
- regression model
- bayesian learning
- meta learning
- machine learning
- sample size
- mixture model
- model selection criteria
- motion segmentation
- automatic model selection
- statistical inference
- statistical learning
- marginal likelihood
- feature selection
- selection criterion
- information criterion
- learning algorithm
- error estimation
- gaussian process
- generalization bounds
- selection criteria
- bayesian information criterion
- generalization error
- bayesian approaches
- training data
- decision trees