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I've beaten the game several times in the arcade without losing a round and I'm not that good at the game. True, it was with Ukyo who is overpowered, but still. Most people who played this game a lot in the arcade back in the day could beat the game at the arcade difficulty level with their character of choice. Just keep practicing and you'll see the computer's patterns.
Personally, I like SS4 the best even though it has severe balance issues. But SS2 is a close second.