I observed that the opponent seems to favor 'rock' and 'scissors' in previous rounds. Given that 'rock' appears twice, and 'scissors' once, I'm going to take a risk by anticipating a possible 'scissors' in this round, which I can beat with 'rock'. Therefore, I'll choose 'rock' for round 4.