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A simple smoothing spline, III - MaRDI portal

A simple smoothing spline, III (Q1775953)

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scientific article; zbMATH DE number 2169407
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A simple smoothing spline, III
scientific article; zbMATH DE number 2169407

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    A simple smoothing spline, III (English)
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    20 May 2005
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    This paper is the third in a series devoted to the study of linear smoothing splines; for the review of Part II see [Zbl 1057.62515]. The present article focuses on computational aspects with the specific goal of developing an in-depth understanding of the methods for computing the linear smoothing spline. Comparisons are made between two efficient methods for computing the estimator using band-limited basis and the Kalman filter (KF). Particularly, KF is shown to be an efficient method for computing under the Kimeldorf-Wahba representation for the estimator. The run time comparisons are made between band-limited B-spline and Kalman filter based algorithms.
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    linear smoothing spline
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    cross-validation
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    band-limited B-spline
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    Kalman filter
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