For a discrete

-valued random variable

, Leung-Yan-Cheung and Cover recently showed that the minimal expected length of one-to-one (not necessarily uniquely decodable) codes satisfies

. A simple and direct proof of their lower bound is given which does not use the method of Lagrange multipliers.