Well, I have definitely heard good reviews regarding growing potatoes in a barrel, but the ones I've seen were larger than that. Gardener's Supply, which is a reputable company, offers a bag for potato growing, along with some instructions:
http://www.gardeners.com/how-t...
Never tried it, not endorsing it, but the information might be useful.