Or maybe the right quote is, “It’s what you learn after you know it all that counts.” In any case, Chris Genovese and I have a little discussion on his blog on the topic of estimating the uncertainty in function estimates. My part of the discussion is pretty vague, but Chris is promising a link to an actual method, so this should be interesting.