An Adaptive Piecewise Polynomial Curve Fitting Procedure for Data Analysis

摘要

A wholly adaptive piecewise polynomial curve fitting procedure is presented. Using an information theoretic criterion, the number of knots is estimated necessary to give a good approximation to the underlying function of the data. The optimal positioning of these knots is achieved by a suitable transformation of the constrained nonlinear program.