Functional data analysis is a field of growing importance in Statistics. In particular, the functional linear model with scalar response is surely the model that has attracted more attention in both ...

This is a preview. Log in through your library . Abstract We provide a remedy for two concerns that have dogged the use of principal components in regression: (i) principal components are computed ...

Transforming a dataset into one with fewer columns is more complicated than it might seem, explains Dr. James McCaffrey of Microsoft Research in this full-code, step-by-step machine learning tutorial.