Street Fighter games were the ones who started it all. Everything we know about fighters came from them. Life bars, time, rounds, normals, supers, combos, you name it.
Then again, nowadays i enjoy more faster paced games ala Arc System Works. Guilty Gear, Blazblue, Persona... or similar games...