Kelly is calculated as mu / sigma^2. If we remove our highest performing returns from our calculations this actually increases our Kelly leverage, which does not make sense to me. A less profitable return history means we should be lowering our Kelly factor, not increasing it
I've seen Kelly derivations that account for higher moments (skew, kurtosis) but never this. Can anyone help?