Shimizu, Kenichi - In: Statistics & Probability Letters 87 (2014) C, pp. 61-69
In this paper we introduce the nonparametric AR(1)–ARCH(1) model and show weak consistency of the Nadaraya–Watson estimators for the model. We propose a residual and a wild bootstrap method and prove weak consistency of the bootstrap estimators.