My computer keeps turning itself off!?

Without warning, the computer just turns itself off and cannot be turned on again for approx 5 mins. We can be surfing the internet, typing a word document, in an excel spreadsheet it has no preference. Have tried running the Norton scan, which comes with my browser BY Yahoo! and says I have a problem, but it turns off whilst scanning.....help!