Asymptotics for L2-norm of ARCH innovation density estimator

► Asymptotic properties of the ARCH innovation density estimators were considered. ► Asymptotic normality of the Bickel-Rosenblatt test statistic was obtained under null hypothesis. ► The estimator was also shown to be strong consistent under L2-norm.