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paper-machine comments on Why the tails come apart - LessWrong
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Another approach seems to be stepwise regression: http://en.wikipedia.org/wiki/Stepwise_regression
So it wasn't as clear with the previous link, but it seems to me that the nth step of this method doesn't condition on the fact that the last n-1 steps failed.