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Univariate Cubic L1 Interpolating Splines: Spline Functional, Window Size and Analysis-based Algorithm
Industrial and Systems Engineering Department, North Carolina State University, Raleigh, NC 27695-7906, USA
Mathematical Sciences Division, Army Research Office, Army Research Laboratory, P.O. Box 12211, Research Triangle Park, NC 27709-2211, USA
* Author to whom correspondence should be addressed.
Received: 11 July 2010 / Accepted: 10 August 2010 / Published: 20 August 2010
Abstract: We compare univariate L1 interpolating splines calculated on 5-point windows, on 7-point windows and on global data sets using four different spline functionals, namely, ones based on the second derivative, the first derivative, the function value and the antiderivative. Computational results indicate that second-derivative-based 5-point-window L1 splines preserve shape as well as or better than the other types of L1 splines. To calculate second-derivative-based 5-point-window L1 splines, we introduce an analysis-based, parallelizable algorithm. This algorithm is orders of magnitude faster than the previously widely used primal affine algorithm.
Keywords: antiderivative; cubic L1 spline; first derivative; 5-point window; function value; global; interpolation; locally calculated; second derivative; univariate
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Cite This Article
MDPI and ACS Style
Yu, L.; Jin, Q.; Lavery, J.E.; Fang, S.-C. Univariate Cubic L1 Interpolating Splines: Spline Functional, Window Size and Analysis-based Algorithm. Algorithms 2010, 3, 311-328.
Yu L, Jin Q, Lavery JE, Fang S-C. Univariate Cubic L1 Interpolating Splines: Spline Functional, Window Size and Analysis-based Algorithm. Algorithms. 2010; 3(3):311-328.
Yu, Lu; Jin, Qingwei; Lavery, John E.; Fang, Shu-Cherng. 2010. "Univariate Cubic L1 Interpolating Splines: Spline Functional, Window Size and Analysis-based Algorithm." Algorithms 3, no. 3: 311-328.