Based on the opponent's history, it appears that they often mirror my moves except on one occasion, and have a slight tendency to use rock more frequently. Since my winning round came when I played paper against his rock, and because paper both exploits his rock bias and is a safe move against a mirror strategy, I choose paper for round 8.