I do have a quick question: if I have a distribution $f(x)$ over the real line where the support is the whole line, does the Shannon Entrophy  uniquely characterise f ? I.e do we have $H(f) = H(f^*)$ is implies that $f = f^*$ ?(the reverse is obviously true).