The causes of deficiency of the Max-Min approach to feature selection
are investigated. It is shown that the theoretical premise providing t
he basis for the Max-Min algorithm is not necessarily valid. A conditi
on under which the Max-Min algorithm is not justified is derived, and
a counterexample illustrating it is presented.