3 papers
stat.ME2020
Ridge regression with adaptive additive rectangles and other piecewise functional templates
Edoardo Belli, Simone Vantini
We propose an -based penalization algorithm for functional linear regression models, where the coefficient function is shrunk towards a data-driven shape template , which…
stat.ML2020
Measure Inducing Classification and Regression Trees for Functional Data
Edoardo Belli, Simone Vantini
We propose a tree-based algorithm for classification and regression problems in the context of functional data analysis, which allows to leverage representation learning and multip…
stat.ME2019
False Discovery Rate for Functional Data
Niels Lundtorp Olsen, Alessia Pini, Simone Vantini
Since Benjamini and Hochberg introduced false discovery rate (FDR) in their seminal paper, this has become a very popular approach to the multiple comparisons problem. An increasin…