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Marginal Likelihood Approximation

Garo
2015-04-22
2015-05-04
  • Garo

    Garo - 2015-04-22

    Hi Martin,
    Can I use JAGS to approximate the Marginal Likelihood of a hierarchical model?
    I am aware that I can approximate DIC in JAGS for comparing hierarchical models, but I could not find how to get the Bayes Factor!

    Would you please advise me ?

    Thank you,
    Garo.

     
  • Martyn Plummer

    Martyn Plummer - 2015-05-04

    It is incredibly hard to get Bayes factors from MCMC. See this review on the various special techniques that may be required.

    http://www.stat.columbia.edu/~gelman/research/published/path2.pdf

     
  • Garo

    Garo - 2015-05-04

    Thank you Martin for your reply. Indeed, I thought of the power posterior method (bridge sampling). I will give a try.

    cheers,
    Garo.

     

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