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IlyaShpitser comments on Some thoughts on meta-probabilties - Less Wrong Discussion
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Isn't this just being Bayesian? Bayesians assign distributions to model parameters, and update those. See e.g. here:
http://research.microsoft.com/en-us/um/people/heckerman/tutorial.pdf