Multivariate Functional Kernel Machine Regression and Sparse Functional Feature Selection

Motivated by mobile devices that record data at a high frequency, we propose a new methodological framework for analyzing a semi-parametric regression model that allow us to study a nonlinear relationship between a scalar response and multiple functional predictors in the presence of scalar covariat...

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Bibliographic Details
Main Authors: Joseph Naiman, Peter Xuekun Song
Format: Article
Language:English
Published: MDPI AG 2022-01-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/24/2/203