Least squares splines with variable knots using a smoothing spline basis

Abstract

A method for constructing a least squares spline with variable knots using a smoothing spline basis is presented. The inherent stability problems of the usual formulation of the smoothing spline are avoided by using the Kalman Filter, the Fixed-interval, discrete-time smoother and the interpolation smoother as computational tools.