Yeah but there are different versions of MAME, Straight up MAME, MAMEUI, and several others. I can only speak to MAMEUI which I use and its simply under options/display in that version. If you are using just MAME then someone else will have to chime in as I have never used that version.
Here it is in MAMEUI.