wnoise comments on Open Thread: March 2010 - Less Wrong
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Directly using the Laplace rule of succession on the sample space A \tensor B gives weights proportional to:
Conditioning on ~A, P(B|~A) = 1/2. Assuming independence does make a significant difference on this little data.