Given the opponent's clear preference for playing rock (5 out of 8 rounds), paper seems to be the optimal choice here. While there is a risk the opponent might anticipate this and play scissors (as they did in round 5), their historical tendency to play rock is much stronger, especially in even-numbered rounds. Since we're now in round 9, and the opponent played rock in round 8, paper has the highest expected value against their likely move.