Figure 11.
Plot showing how the optimal value of the KD hyper-parameter varies as a function of sample size and pdf type when using a Gaussian kernel. In disagreement with Parzen-window theory, the optimal value for does not remain approximately constant as the sample size is varied. Further, the value of varies significantly with shape of the underlying pdf.