Reproduction Capabilities of Penalized Hyperbolic-polynomial Splines

Abstract

This paper investigates two important analytical properties of hyperbolic-polynomial penalized splines, HP-splines for short. HP-splines, obtained by combining a special type of difference penalty with hyperbolic-polynomial B-splines (HB-splines), were recently introduced by the authors as a generalization of P-splines. HB-splines are bell-shaped basis functions consisting of segments made of real exponentials $e^{\alpha x},e^{-\alpha x}$ and linear functions multiplied by these exponentials, $x{e}^{+\alpha x}$ and $x{e}^{-\alpha x}$. Here, we show that these type of penalized splines reproduce function in the space $\{e^{-\alpha x},x{e}^{-\alpha x}\}$, that is they fit exponential data exactly. Moreover, we show that they conserve the first and second 'exponential' moments.

11 pages, 2 figures