Power

I read the article/page, and since the only "official" ICs I am using, outside of the Arduino itself, are in the LCD, I assume I need to decouple the LCD logic power supply, correct? And would the "usual" 47 uF and .01 uF caps work? If not, how would I determine the correct cap sizes? The equation he gives is all well and good but how do I apply it?