How to randomly draw samples of dependent parameters respecting the dependency?

You are correct that it’s alpha and lam. And that dependence definitely makes sense. The deterministic link increases as either lam increases or `alpha increases. So should be some degree of uncertainty about what specific combination of these two parameters is ultimately “the right” combination.

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