In this paper new semiparametric generalized autoregressive conditional heteroscedasticity (GARCH) models with long memory are introduced. A multiplicative decomposition of the volatility into a component and an unconditional is assumed. The estimation latter carried out by means data-driven local polynomial smoother. According to revised recommendations Basel Committee on Banking Supervision m...