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math.ST2016
High-Dimensional Adaptive Function-on-Scalar Regression
Zhaohu Fan, Matthew Reimherr
Applications of functional data with large numbers of predictors have grown precipitously in recent years, driven, in part, by rapid advances in genotyping technologies. Given the…
math.ST2016★ 1 cited
The Function-on-Scalar LASSO with Applications to Longitudinal GWAS
Rina Foygel Barber, Matthew Reimherr, Thomas Schill
We present a new methodology for simultaneous variable selection and parameter estimation in function-on-scalar regression with an ultra-high dimensional predictor vector. We exten…