Computing AIC for black-box models using Generalised Degrees of Freedom: a comparison with cross-validation

Severin Hauenstein, Carsten F. Dormann, Simon N Wood

Generalised Degrees of Freedom (GDF), as defined by Ye (1998 JASA 93:120-131), represent the sensitivity of model fits to perturbations of the data. As such they can be computed fo…