This correspondence investigates the choice of a free parameter, usual
ly related to time scale, that minimizes the error energy when approxi
mating a given signal with some widely used orthonormal basis function
s. The proposed solution is the best that can be achieved with the lim
ited required knowledge of the signal. It is appealing for experimenta
l data for which no exact mathematical expression is available.