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Stable and Efficient Multiple Smoothing Parameter Estimation for Generalized Additive Models

Stable and Efficient Multiple Smoothing Parameter Estimation for Generalized Additive Models

Representation of generalized additive models (GAM's) using penalized regression splines allows GAM's to be employed in a straightforward manner using penalized regression methods. Not only is inference facilitated by this approach, but it is also possible to integrate model selection in the form of smoothing parameter selection into model fitting …