Near-miss theory in slot machines refers to the psychological phenomenon where players experience a sense of excitement and hope when they nearly win, such as when two symbols line up closely to a winning combination. This feeling can enhance the player's engagement and satisfaction, leading them to continue playing in pursuit of the eventual win. The near-miss acts as a reinforcement, suggesting that a victory is within reach, even if the outcome is ultimately a loss.