A broadband Fourier spectrum can arise either from a large number of l
inear modes, or from complex nonlinear interactions among a few. A met
hod for differentiating between these two cases is presented. Nonlinea
r dependences amongst the bases of the reconstructed phase space are t
ested for using radial basis functions.