This article gives a simple derivation of the smoothing spline based on lit
tle more than matrix analysis. Our technique is quite general and extends t
o nonlinear penalized least squares settings as well as spatial settings. T
he increasing use of smoothing splines in practice and their availability i
n many software packages makes a simple derviation worthwhile.