usually provides a theoretical basis for the fuzzy approximate reasoning (FAR) and single-staged fuzzy reasoning mechanisms. A new multi-staged FAR which is SOFAR (self-organizing FAR) is constructed and this can generate appropriate fuzzy rules with integrating self-organizing feature map (SOFM) and backpropagation parameters.