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An innovative procedure for smoothing parameter selection

Authors: Frasso, Gianluca; Eilers, Paul H.C.;

An innovative procedure for smoothing parameter selection

Abstract

Smoothing with penalized splines calls for an automatic method to select the size of the penalty parameter λ. We propose a not well known smoothing parameter selection procedure: the L-curve method. AIC and (generalized) cross validation represent the most common choices in this kind of problems even if they indicate light smoothing when the data represent a smooth trend plus correlated noise. In those cases the L-curve is a computationally efficient alternative and robust alternative.

Country
Belgium
Related Organizations
Keywords

Physical, chemical, mathematical & earth Sciences, Whittaker and P-spline smoothers, Physique, chimie, mathématiques & sciences de la terre, Cross Validation, L-curve

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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