The nonlinear models, autoregressive conditional heteroscedastic (ARCH) and generalised autoregressive conditional heteroscedastic (GARCH) models, have been often explored for considering volatilities in modelling and forecasting FX rates. However, both ARCH and GARCH models respond the same to either positive or negative shocks, violating a well-known fact that the price of a financial asset responds differently to positive and negative shocks