Proof: Source Coding Theorem For Symbol Codes
Let denote the wordlength of each possible . Define, where C is chosen so that .
Then
where the second line follows from Gibbs' inequality and the fifth line follows from Kraft's inequality: so .
For the second inequality we may set
so that
and so
and
and so by Kraft's inequality there exists a prefix-free code having those wordlengths. Thus the minimal S satisfies
Read more about this topic: Shannon's Source Coding Theorem
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