Functional singular component analysis based functional additive models

DOI10.1007/s11425-015-0812-4zbMath1360.62146OpenAlexW2554452653MaRDI QIDQ525901

Tao Zhang, Qi Hua Wang

Publication date: 5 May 2017

Published in: Science China. Mathematics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s11425-015-0812-4

zbMATH Keywords

functional datafunctional additive modelsfunctional singular component analysis

Mathematics Subject Classification ID

Asymptotic properties of nonparametric inference (62G20) Nonparametric estimation (62G05)

Uses Software

• fda (R)

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Methodology and theory for partial least squares applied to functional data
• Single and multiple index functional regression models with nonparametric link
• Prediction in functional linear regression
• PLS regression on a stochastic process
• Methodology and convergence rates for functional linear regression
• Generalized functional linear models
• Functional data analysis.
• Nonparametric functional data analysis. Theory and practice.
• Properties of principal component methods for functional and longitudinal data analysis
• Cross-validated estimations in the single-functional index model
• Functional Singular Component Analysis
• Varying-coefficient additive models for functional data
• Generalized Functional Linear Models With Semiparametric Single-Index Interactions
• Functional quadratic regression
• Continuously additive models for nonlinear functional regression
• Functional Additive Models
• Penalized Spline Models for Functional Principal Component Analysis
• On Properties of Functional Principal Components Analysis
• Functional Data Analysis for Sparse Longitudinal Data