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Bayesian logistic regression

oreo_jooreo_jo
in JASP & BayesFactor

Hi,

I was wondering if anyone had any experience of conducting Bayesian Logistic regressions, in JASP or R. In JASP there's no obvious way to do it (although you could do a bayesian linear regression and set the categorical variable to scale. In R there's no widely used/accessible package that I can see either. Does anyone have any advice on how to conduct Bayesian logistic regressions?

Thank you

Comments

  • hanzhhanzh

    You can take a look at the R package brms. They have very similar syntax to lmer in terms of writing model formula. Here is a short tutorial of how to fit non-linear models I found online https://cran.r-project.org/web/packages/brms/vignettes/brms_nonlinear.html

  • EJEJ

    Yes, brms is the ticket. However, the package places less emphasis on testing, and setting the default priors well (for testing) can take some tinkering. It is in the works for JASP, but not in there yet.

    Cheers,
    E.J.

  • eniseg2eniseg2

    Are there any updates on Bayesian logistic regression in JASP? I would be keen on it as well.

  • EJEJ

    Soon...(this year for sure)

  • eniseg2eniseg2

    That's exciting! :-)

  • TooFredTooFred

    Hi E.J.,

    Is there any update on Bayesian logistic regression in JASP? Do you know when this will be made available? Alternatively, is there an R method you can recommend for doing Bayesian logistic regression?

    Many thanks.

    Regards,

    Tom

  • EJEJ

    Hi Tom,

    Yes, we hope to add this functionality soon. The implementation will be along the same lines as linear regression, so we will also be using Merlise Clyde's BAS package from R. Highly recommended.

    Cheers,

    E.J.

  • TooFredTooFred

    Hi EJ,

    Many thanks for your response on this. Hopefully, this will not take long before it is added to JASP.

    Best wishes,

    Tom

  • eniseg2eniseg2

    Hi EJ,

    I just want to indicate I'm still very keen on multinomial/ordinal logistic regression in JASP. I was looking at the various options in R but they just blew my mind. I conducted a classical ordinal regression which gave me some really exciting results that I'd love to strengthen with Bayes...


    Best wishes

    Anna

  • EJEJ

    Hi Anna,

    Yes, I'm keen on that too :-)

    Lots of stuff happening with JASP so we have to prioritize. It will happen though. At least logistic regression is next on our list.

    E.J.

  • 64bit64bit

    Just wondering if there's an update on Bayesian logistic regression in JASP? We'd like to use it in an upcoming project 🙂

    Cheers

    Grant.

  • EJEJ

    The team member who is ideally suited to implement this has had his hands full, but I am occasionally reminding him that this would be a great feature to add!

    Cheers,

    E.J.

  • JESJES

    Hi! I was wondering if there is an update on when Bayesian logistic regression will be possible in JASP. Any chance it will be available in the coming months?

    Thanks!

    Jenna

  • EJEJ

    It is scheduled for the next version.

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