Impact of the prior distribution: you will use Bugs to fit several versions of the varying-intercept model to the radon data using floor as a house-level predictor and uranium as a county-level...


Impact of the prior distribution: you will use Bugs to fit several versions of the varying-intercept model to the radon data using floor as a house-level predictor and uranium as a county-level predictor.


(a) How do the inferences change if you assign normal prior distributions with mean 5 and standard deviation 1000 to the coefficients for floor and uranium.


(b) How do the inferences change if you switch to normal prior distributions with mean 0 and standard deviation 0.1?


(c) Now try normal prior distributions with mean 5 and standard deviation 1.


(d) Now try t prior distributions with mean 5, standard deviation 1, and 4 degrees of freedom.


(e) Now try Uniform(−100,100) prior distributions, then Uniform(−1,1) prior distributions.


(f) Discuss the impact of the prior distributions on the inferences.

Nov 21, 2021
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