these empirical entropy measures as split selection criteria can lead to a bias in variable selection, such that variables … are preferred for features other than their information content. This bias is not eliminated by the imprecise probability … approach. The source of variable selection bias for the estimated Shannon entropy, as well as possible corrections, are …

experimentally test three competing theories of GF and HHF: probability bias, randomized choice, and bounded rationality. We find … the classical method suggests about 51% (48%). We show that probability bias, randomized choice, and bounded rationality …