Introduction

In this note, we look into the problem of estimating various statistics such as mean, quantiles of an unknown distribution from its sample.

More concretely, consider a univariate continuous random variable \(X\) following an unknown distribution with probability density function (pdf) \(p_X (x)\). Given a sample set \(\{x_i\}_ …