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.

Chapter Four, Coins, Wheels, And Oddments, p. 98 - The Theory of Gambling and Statistical Logic (Revised Edition) 1977