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Fast algorithms for interpolation and smoothing for a general class of fourth order exponential splines.

Authors :
Du, Jiarui
Zhu, Yuanpeng
Han, Xuli
Source :
Numerical Algorithms. Dec2023, Vol. 94 Issue 4, p1849-1881. 33p.
Publication Year :
2023

Abstract

In this work, a general class of interpolation and smoothing natural exponential splines with respect to fourth order differential operators with two real parameters is considered. Some sufficient conditions for the associated matrix R to be a diagonally dominant matrix are given. Based on these, fast algorithms for computing the coefficients of this general class of exponential splines are developed. The obtained splines have C 2 continuity and are the minimum solution of the combination of interpolation and smoothing energy integral. The performances of the resulting splines in financial data from the S &P500 index are given. Numerical experiments show that the resulting splines have more freedom to adjust the shape and control the energy of the curves. Cross-validation and generalized cross-validation for determining an appropriate smoothing parameter are also given. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10171398
Volume :
94
Issue :
4
Database :
Academic Search Index
Journal :
Numerical Algorithms
Publication Type :
Academic Journal
Accession number :
173625670
Full Text :
https://doi.org/10.1007/s11075-023-01557-2