I would've liked more on the choice of the form of equation estimating the return (equation 2). What guided this choice and so on.

Question concerning equation 5:
gradient descent optimization was used to arrive at a solution for alpha_s(x). I was wondering whether the author was able to guarantee that the arrived value is the global minimum.