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Multivariate adaptive regression splines (MARS) have useful features to effectively reduce the number of terms in a model.
Chong Gu, Grace Wahba, Discussion: Multivariate Adaptive Regression Splines, The Annals of Statistics, Vol. 19, No. 1 (Mar., 1991), pp. 115-123 ...
We propose an approach based on a hierarchical generalization of Bayesian multivariate adaptive regression splines. Our formulation allows for an unknown set of basis functions characterizing the ...
Modeling Energy Expenditure in Children and Adolescents using Quantile Regression. Journal of Applied Physiology 115 (2):251-9. Zakeri I, Adolph A, Puyau MR, Vohra FA, Butte N. (2013) Cross-sectional ...
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