One of the biggest embarrassments in statistics is that we don’t really have confidence bands for nonparametric functions estimation. This is a fact that we tend to sweep under the rug. Consider, for example, estimating a density from a sample . The kernel estimator with kernel and bandwidth is Let’s start with getting a confidence […]