From the previous rounds, the opponent has frequently chosen rock in the later rounds (rounds 5, 7, and 8). By choosing paper, we counter rock effectively. Paper wins against rock while avoiding a predictable loss from the recurring rock strategy. Therefore, I choose 'paper'.