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An Efficient Algorithm for Generating Univariate Cubic L 1 Splines
Authors:Hao Cheng  Shu-Cherng Fang  John E Lavery
Institution:(1) Industrial Engineering and Operations Research, North Carolina State University, Raleigh, NC 27695-7906, U.S.A;(2) Mathematics Division, Army Research Office, Army Research Laboratory, P.O. Box 12211, Research Triangle Park, NC 27709-2211, U.S.A
Abstract:An active set based algorithm for calculating the coefficients of univariate cubic L 1 splines is developed. It decomposes the original problem in a geometric-programming setting into independent optimization problems of smaller sizes. This algorithm requires only simple algebraic operations to obtain an exact optimal solution in a finite number of iterations. In stability and computational efficiency, the algorithm outperforms a currently widely used discretization-based primal affine algorithm.
Keywords:active set method  convex programming  cubic L 1 spline  geometric programming
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