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:::<math>\le \epsilon + 2^{-n(I(X;Y)-R-3\epsilon)}</math>
We can observe that as n goes to infinity,
Finally, given that the average codebook is shown to be "good" we know that there exists a codebook whose performance is better than the average, and so satisfies our need for arbitrarily low error probability communicating across the noisy channel.
==== Converse for discrete memoryless channels====
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