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arxiv: 1610.06861 · v1 · pith:3BIXRBGFnew · submitted 2016-10-21 · 📊 stat.ME

Fast estimation of multidimensional adaptive P-spline models

classification 📊 stat.ME
keywords multidimensionalp-splinepenaltiesadaptivealgorithmanisotropicestimationfast
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A fast and stable algorithm for estimating multidimensional adaptive P-spline models is presented. We call it as Separation of Overlapping Penalties (SOP) as it is an extension of the \textit{Separation of Anisotropic Penalties} (SAP) algorithm. SAP was originally derived for the estimation of the smoothing parameters of a multidimensional tensor product P-spline model with anisotropic penalties.

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