
Alex V. answered 03/17/21
PhD student with 5+ years of teaching experience
So I take it that Gambler 1 (G1) has lost several times in a row. Gamber 2 (G2) has so far lost only once—in the absence of other information, I'm also assuming that G2 has also only gone once.
Given what you've said, given their histories, on the next turn, the probability of G1 guessing correctly is > 1/2 and the probability of G2 guessing correctly is < p(G1 guesses correctly). So (p(G1 guesses correctly) | G1's history) > 1/2 and (p(G1 guesses correctly) | G1's history) > (p(G2 guesses correctly) | G2's history).
But you also say that on the next turn, independent of their histories, p(G1) = p(G2).
Since the probability of G1 and G2 guessing correctly is independent both of each other and of history, there's no reason to prefer either one. In fact, you say "One gambler has lost several times in a row. The other gambler has only lost once. The probability of gambler one continuing a series of losses is low. The series favors a win for him on the next try." But given the other information, this is to commit the (aptly-named) gambler's fallacy.