Bovy and I realized that one way to cast the Bayesian orbital roulette problem is as a maximum entropy problem: If we really think the phases ought to be well mixed, we seek the solution for which there is maximum entropy remaining in the phase distribution. This is tantamount to saying that all phases are equally likely, it turns out.
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