which may be less than or greater than the original entropy H ( p ( x ∣ ∣ I ) ) . However, from the standpoint of the new probability distribution one can estimate that to have used the original code based on p ( x ∣ ∣ I ) instead of a new code based on p ( x ∣ ∣ y , I ) would have added an expected number of bits: