While no rigorous proof of an optimal strategy has been achieved, Robbins has proposed the principal of "staying on a winner" and has shown it to be uniformly better than a strategy of random selection.
"The Theory of Gambling and Statistical Logic". Book by Richard Arnold Epstein, 1977.
