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by kgwgk 1124 days ago
How can the hypothesis class be unbounded?

Anyway, you can define a sequence of solutions with bounded uniform priors and calculate the limiting solution. For any given data set when the endpoints of the intervals go to +/-infinity the solution will converge to the uniform prior one - if it exist.