The Empirical Distribution Function
This post is going to look at a useful non-parametric method for estimating the cumulative distribution function (CDF) of a random variable called the empirical distribution function (sometimes called the empirical CDF). We'll talk a bit about the mechanics of computing it, some theory about its confidence intervals and also do some simulations to gain some intuition about how it behaves.