Comment by kqr

Kelly does not depend on the expected return -- it depends on the joint distribution of outcomes. That is a big difference!

Accidentally thinking that "E log X" and "log E X" are the same thing is a common mistake, but Jensen's inequality tells us it can be a costly one.

Of course, your general point still stands: if we only knew the joint distribution of outcomes the battle would be over already.