For finite-valued random vectors, the conditional entropy is the average of the entropies of the conditional distributions:Use and omit zero-probability conditioning events. Equivalently,The base two makes all information quantities measured in bits; changing the logarithm base scales them by a positive constant and preserves the inequalities.
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