In this thesis a new separable nonparametric volatility model related to the generalized additive nonlinear ARCH model (GANARCH) of Kim and Linton (2004) [60] is studied. Unlike the GANARCH model, the proposed additive-interactive nonlinear ARCH model (referred to as AINARCH model) does not...