Smoothing noisy data with spline functions |
| |
Authors: | M. F. Hutchinson F. R. de Hoog |
| |
Affiliation: | (1) CSIRO Division of Mathematics and Statistics, GPO Box 1965, 2601 Canberra, ACT, Australia |
| |
Abstract: | Summary A procedure for calculating the trace of the influence matrix associated with a polynomial smoothing spline of degree2m–1 fitted ton distinct, not necessarily equally spaced or uniformly weighted, data points is presented. The procedure requires orderm2n operations and therefore permits efficient orderm2n calculation of statistics associated with a polynomial smoothing spline, including the generalized cross validation. The method is a significant improvement over an existing method which requires ordern3 operations. |
| |
Keywords: | AMS(MOS): 65D 65K CR: G.1.2 G.1.1 |
本文献已被 SpringerLink 等数据库收录! |