Empirical Performance Assessment of Nonlinear Model Selection Techniques.
Elisa Guerrero VázquezJoaquín Pizarro JunqueraAndrés Yáñez EscolanoPedro Galindo RiañoPublished in: IBERAMIA (2002)
Keyphrases
- model selection
- cross validation
- machine learning
- hyperparameters
- sample size
- parameter estimation
- regression model
- bayesian learning
- mixture model
- statistical learning
- meta learning
- automatic model selection
- variable selection
- generalization error
- error estimation
- gaussian process
- motion segmentation
- model selection criteria
- statistical inference
- marginal likelihood
- feature selection
- generalization bounds
- random sampling
- confidence intervals
- prior knowledge
- selection criterion
- leave one out cross validation