The statistical analysis of data stemming from dynamical systems, including, but not limited to, time series, routinely relies on the estimation information theoretical quantities, most notably Shannon entropy. To this purpose, possibly widespread tool is provided by so-called plug-in estimator, whose properties in terms bias and variance were investigated since first decade after publication S...