Review of variable selection and functional form methods in multivariable analysis finds insufficient evidence for recommendations and highlights seven topics needing further study.
Smoothing splines extend cubic splines by placing a knot at each observation and adding a roughness penalty to control the smoothness of the fit
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State-of-the-art in selection of variables and functional forms in multivariable analysis -- outstanding issues
Review of variable selection and functional form methods in multivariable analysis finds insufficient evidence for recommendations and highlights seven topics needing further study.