I'm choosing rock because the opponent played scissors in the previous round, and might continue with scissors expecting me to play paper again. Rock beats scissors, giving me a good chance to win this round. Also, since we had four ties followed by my loss, the opponent might be developing a strategy based on my moves, so changing my pattern is important.