pc start up

I'm building an arcade cabinet and for the real experience I want my PC to start up as soon as power is applied, i.e. I switch the master cabinet switch for everything (marquee, lights, audio amp etc.) on and the whole machine starts up - including of course the PC! I heard that you can...