kernel-based technique, we further investigate its performance by applying a Gaussian kernel and a wavelet kernel. The … wavelet kernel is chosen due to its ability to capture the localized volatility clustering in the APGARCH model. The results … out of sample data. The outcomes also highlight the fact that the wavelet kernel outperforms the Gaussian kernel with a …