The opponent has shown a tendency to play rock (3 out of 4 times). After I won with paper in the last round, they may stick with rock again thinking I'll change my strategy, or they might switch to scissors anticipating me playing paper again. Since they've played rock more frequently, I'll take the calculated risk that they'll play rock again and choose paper. This gives me a winning chance if they stick with their most common move.