Given a feature set .T, let C be the subset of all distributions P that satisfies the requirement P(fi) = P(fi): We choose a probability distribution consistent with all the facts, but otherwise as uniform as possible.
the uniformity of the probability distribution p(ylx) is measured by the conditional entropy: the probability distribution with maximum entropy is the most uniform distribution.