While current MAME can be built on Android if you aren't stupid, this is not that. This is 0.37 from 10 years ago with some lipstick applied. Keep your expectations low and you'll probably have a good time (at least on devices with hardware buttons - on a touchscreen, this is basically useless). Just don't even think about asking for support for it here or on MAMETesters.