ridgeBART: Bayesian Additive Regression Trees with Ridge Function Outputs
Implements an extension of Bayesian Additive Regression Trees (BART)
in which each regression tree outputs a linear combination of random ridge functions
(i.e., a composition of a non-linear function like cosine, hyperbolic tangent, the rectified linear
unit with an affine transformation) instead of a constant.
Can be used to perform "targeted smoothing" in which trees split on certain covariates
but output smooth functions in other covariates. For more information, see
Yee, Ghosh, and Deshpande (2026+) <doi:10.48550/arXiv.2411.07984>.
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