While this is an application of the minimum description length (MDL) principle (Rissanen, 1978;Rissanen, 1989), it does not provide an intuitive manner for assessing our two competing criteria of homogeneity and completeness.
at what point does an increase in conditional entropy (homogeneity) justify a reduction in the number of clusters (completeness).