To achieve this an objective attempt
has been made by researchers to develop different models for
prediction of various exchange rates. The initial models suggested in the literature are based on statistical methods
(Brillinger, 1975; Hannan, 1979) which assume that the data
are correlated and linear in nature. However, in practice it is
observed that the financial time series, particularly the foreign
exchange rates, do not satisfy such assumptions.