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Other packages (e.g., brms, rstanarm, and bbsBayes2) that depend on Stan have added a dependency on mgcv to create the “design matrices” associated to a GAM from a formula. Then, the linear coefficients associated to non-linear term (it sounds contradictory, but that’s right) are penalized through an hierarchical prior.
Digging into their code will give us some ideas on how to implement it.
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enhancementNew feature or requestNew feature or request