I've been interested in portfolio optimization for a while now and I kind of read articles about it all over the web trying to go from the beginning (Markowitz - Merton ...), there's one thing I still can't really understand.
Here is how I see the problem : The investor has a utility function U that describes him, I guess it's inutitive to say that if we maximize the utility function for a certain trading strategy, then it would be the optimal one. So for me the intuitive task would be maximizing $E(U)$ where $E(U)$ is the expected utility.
Except that's not really how it goes. It's like each articles choses a different formula (using the utility function somewhere down the way) and say that maximizing this formula solves the portfolio optimization problem.
Like for example, last article I've been studying chose this : $E[U(V_T^{liq}(\phi))]$ where $V_T^{liq}(\phi)$ is the liquidation value of the trading strategy $\phi$ at the moment $T$.
So can anyone explain to me how the fact that there's not one "convention" isn't an issue ?
Thank you !