The fact that four-layer feedforward regular fuzzy neural networks with sig
moid function in the first hidden layer are capable of approximately repres
enting continuous fuzzy valued functions on any compact set of R is shown.
At first, Bernstein polynomials associated with fuzzy valued functions are
employed to approximate continuous fuzzy valued function defined on a compa
ct set. Secondly, by the conclusions related to standard feedforward networ
ks, universal approximations of continuous fuzzy valued functions by regula
r fuzzy neural networks are obtained. (C) 2001 Elsevier Science B.V. All ri
ghts reserved.