Nonlinear function-on-scalar regression via functional universal approximation

DOI10.1111/biom.13838zbMATH Open1543.62617MaRDI QIDQ6589276

Ruiyan Luo, Xin Qi

Publication date: 19 August 2024

Published in: Biometrics (Search for Journal in Brave)

zbMATH Keywords

nonlinear regressionuniversal approximation theoremfunctional regressionfunction-on-scalar regressionfunctional neural networkfunctional universal approximation theorem

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10)

Cites Work

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• Functional data analysis.
• Functional Mixed Effects Models
• A Penalized Spline Approach to Functional Mixed Effects Model Analysis
• A Bayesian approach to functional-based multilevel modeling of longitudinal data: applications to environmental epidemiology
• Wavelet-based Functional Mixed Models
• Inference in Generalized Additive Mixed Models by Using Smoothing Splines
• Regression Analysis for a Functional Response
• Smoothing Spline Models for the Analysis of Nested and Crossed Samples of Curves
• Nonparametric Regression Analysis of Longitudinal Data
• Neural Networks
• Single‐index varying coefficient model for functional responses
• Approximation by superpositions of a sigmoidal function
• Fast function-on-scalar regression with penalized basis expansions

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