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Yes they do, they're just defined in one of the interfaces those classes implement. Take a closer look at the methods those classes inherit.
Ok, I don't see a getNextValue or getNextDouble.
Did you mean inverseCumulativeProbability?
I guess I could create a random P and then look up the x at that p, to get a random value from the distribution.