Hi, Is anyone using generalized additive models in julia? I know I can link to pyGAM with PyCall or gam with RCall, but I find both packages don’t scale well. My current dataset is of the order 100million rows. I’m willing to collaborate if somewhen has some code lying around or if someone could …

[image] Ken-B: Is anyone using generalized additive models in julia? Did you find any help for this project? It would be indeed very useful to have a top GAM fitting package in Julia…

I talked to someone at JuliaCon who does this.

Well, David, that’s a bit vague… How did he or she look like? :smile: Best, Ken

You could take one of the splines packages to create basis functions, add them to a design matrix, and fit with MixedModels, with random effects acting as a smoothing penalty, or even using MCMC. Look at Tutorial in biostatistics: spline smoothing with linear mixed models..

Has there been any developments in this regard? (Couldn’t find any but thought it’s worth asking because sometimes it’s hard to find some libraries)

2 years later… people are still Googling R mgcv equivalent in Julia

Has anything been done in this regard still now? would like to discuss and contribute if someone is interested.

@shyamcody I haven’t seen this, I’d love to see this in Julia. Unfortunately I don’t have time to work on this rn…

One solution can be use the GAM provided by R. Find more at RDatasets · Julia Packages :melting_face:

Generalized additive models in julia?

Specific Domains Statistics

Ken-B September 6, 2018, 1:17pm 4

Well, David, that’s a bit vague… How did he or she look like?

Best,
Ken

Topic		Replies	Views
Any GAM or Spline packages like mgcv and splines in R? Statistics	0	629	March 8, 2021
Calling julia GeneralizedMixedModel from R Statistics	1	366	November 28, 2022
How do I fit generalised linear multilevel models including offsets? Statistics glm	9	2176	January 10, 2022
Any Julia's equivalent to R's packages mcgv or mixed-effects models larger than memory? Statistics	9	3051	November 19, 2018
Is there a GLMM package? Statistics question	9	3987	November 12, 2018

Generalized additive models in julia?

Related topics