Bias of a kernel density estimator
= Bias of a kernel density estimator
For a symmetric bandwidth-$h$ averaging kernel and a density with bounded first derivative, the interior pointwise bias is at most a constant times $h\|f'\|_\infty$. Near a support boundary, an uncorrected symmetric kernel can instead have nonvanishing bias.