Let {Yt}, t=1,..., T be a time series generated according to the model: Yt=f(Xt)+et t=1, ..., T where f is a non linear continuous function, Xt = (X1t, X2t, ...,Xdt) is a vector of d non stochastic explanatory variables defined on a compact X belonging Rd , and {et} are zero mean random...