Before revision:  We also develop bandwidth selection methods and bootstrap inferences based on the asymptotic properties.
After revision:  We also consider a split-panel jackknife method to correct bias, construction of confidence intervals, and estimation of cumulative distribution functions based on the asymptotic properties.