Uniform smoothing kernel ($K(u)=\frac{1}{2}{1}_{\{|u|\le 1\}}$)

The uniform smoothing kernel assigns equal weight inside the window $[x-h,x+h]$ and zero weight outside. Its Nadaraya–Watson estimator is the average of observations in that window.