Capcom used a few different style batteries.
Most "suicide battery" boards had a barrel shaped battery.
But yours could have either a silver "disc" or a square black block with the battery embeded.
Is this the same pcb you have?
http://www.crazykong.com/pcbs/A%20-%20F/CapcomBowling.pcb.html(maybe the disc at the top left of the pic, can't tell if thats a battery or a capacitor)
I haven't looked into all the variations possible.
My Buster Brothers had the barrel type. (pretty obvious battery)
I personally didn't find any mention of the battery in the installation manual.
Where did you see that information?