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On a class of L-splines of order 4: fast algorithms for interpolation and smoothing
BIT Numerical Mathematics ( IF 1.5 ) Pub Date : 2020-02-18 , DOI: 10.1007/s10543-020-00801-8
O. Kounchev , H. Render , T. Tsachev

In this paper a special class of one-dimensional L -splines of order 4 is studied, which naturally appear in the computation of interpolation and smoothing with multivariate polysplines. Fast algorithms are provided for interpolation and smoothing with this class of L -splines, as well as a generalization of the Reinsch algorithm to this setting. The explicit description of all mathematical expressions permits a simple and direct numerical implementation. Applications are provided to financial data of the index S&P500, for the fast calculation of statistically interesting quantities, as cross validation (scores), generalized cross validation (scores) for finding the best smoothing parameter $$\alpha $$ α , and the residual sum of squares.

中文翻译:

一类 4 阶 L 样条:用于插值和平滑的快速算法

本文研究了一类特殊的 4 阶一维 L 样条,它自然出现在用多元多样条进行插值和平滑的计算中。提供了使用此类 L 样条进行插值和平滑的快速算法,以及 Reinsch 算法对此设置的推广。所有数学表达式的明确描述允许简单和直接的数值实现。为指数 S&P500 的财务数据提供了应用程序,用于快速计算统计上有趣的数量,作为交叉验证(分数)、用于寻找最佳平滑参数的广义交叉验证(分数)$$\alpha $$ α 和残差平方和。
更新日期:2020-02-18
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