Journal of Computational and Graphical Statistics · 2012 · 164 citations · 35 references
BusinessBiostatisticsNeuroscienceComputational NeuroscienceFunctional AnatomyStatistical ModelingFunctional AnalysisFunctional NeuroimagingGeneralized Linear ModelsRegressionAssociation StudiesPenaltiesPredictive PerformancePredictive Performance EvaluationQuantile TransformationRoughnessSpline RegressionTensor-product Splines
, along a tract in the brain. In one example, the response is disease-status (case or control) and in a second example, it is the score on a cognitive test. R code for performing the simulations and fitting the FGAM can be found in supplemental materials available online.
35
Robert A. Koyak, T. J. Hastie, Ryan J. Tibshirani · Journal of the American Statistical Association · 1991 · 7.7K citations
Flexible smoothing with B-splines and penalties
Paul H.C. Eilers, Brian D. Marx · Statistical Science · 1996 · 3.7K citations · Full text