Observing the opponent's pattern, he played rock for several rounds before switching to scissors in rounds 6 and 7, which helped him win round 7 when I chose paper. It seems likely he might continue with scissors, which would be countered by rock. Even if he reverts to rock, rock would yield a tie, avoiding a loss. Therefore, I choose rock for round 8.