It is straightforward to show that, when the two groups are issued from the same distribution (H0 true) and with the same prior probabilities, the error probability pe of this test equals 1=2 whatever the data distribution is. On the other hand, if the distributions are different, there exist tests so thatpe is smaller than 1=2. Consequently, the group comparison test (1) is transformed to: