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SilasBarta comments on Rationality quotes: June 2010 - Less Wrong
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In Bayes/Pearl terminology, knowledge of an effect destroys the causes' independence (d-connects them), and ruling out a cause shifts probability onto the remaining causes.
How does a Bayesian rule out a cause?