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

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.