Let the input probabilities be and put . The output distribution and conditional entropy areFor fixed , the first and third output masses sum to . Their entropy is maximized when they are equal, so . Equivalently, if ,The same bound holds at by continuity. Therefore , with equality for symmetric outer input probabilities. Writing , differentiate:The unique zero is ; strict concavity makes it the global maximum. Thus andThe optimum output is .
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