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Lumifer comments on Open thread, Jul. 25 - Jul. 31, 2016 - Less Wrong
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If those are the only two possibilities then of course they do. A complete set of probabilities must sum to 1 and so P(Aliens) is simply (1 - P(Bolzmann)).