Street Fighter always pops to mind first for me.
I spent a lot of time in arcades mastering that business.
Mortal Kombat is also way up there in played hours but mostly at home with friends.
I was always more of a fantasy RPG guy so my fighting game catalogue isn't very robust.
Pretty much in the same boat.