Lumifer comments on Open Thread, April 27-May 4, 2014 - Less Wrong Discussion
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I don't know how Metamed works (and it's sort of their secret sauce, so they probably will not tell us without an NDA). I am guessing it is some combination of doing (a) through (e) above for someone who cannot do it themselves, and possibly some B stats. Which seems like a perfectly sensible business model to me!
I don't think the secret sauce is in the B stats part of what they are doing, though. If we had a hypothetical company called "Freqmed" that also humanwaved (a) through (e), and then used F stats I doubt they would get non-sensible answers. It's about being sensible, not your identity as a statistician.
I can be F with Bayes nets. Bayes nets are just a conditional independence model.
I don't know how successful Metamed will be, but I honestly wish them the best of luck. I certainly think there is a lot of crazy out there in data analysis, and it's a noble thing to try to make money off of making things more sensible.
The thing is, I don't know about a lot of the things that get talked about on LW. I do know about B and F a little bit, and about causality a little bit. And a huge chunk of stuff people say is just plain wrong. So I tell them it's wrong, but they keep going and don't change what they say at all. So how should I update -- that folks on this rationalist community generally don't know what they are talking about and refuse to change?
It's like wikipedia -- the first sentence in the article on confounders is wrong on wikipedia (there is a very simple 3 node example that violates that definition). The talk page on Bayesian networks is a multi-year tale of woe and ignorance. I once got into an edit war with a resident bridge troll for that article, and eventually gave up and left, because he had more time. What does that tell me about wikipedia?
Speaking of, an interesting paper which distinguishes the Fisher approach to testing from the Neyman-Pearson approach and shows how you can unify/match some of that with Bayesian methods.