FUNCTIONAL ADDITIVE QUANTILE REGRESSION

DOI10.5705/ss.202018.0499zbMath1475.62150OpenAlexW3037492211MaRDI QIDQ5155190

Heng Lian, Zhong-yi Zhu, Guodong Li, Ying-ying Zhang

Publication date: 6 October 2021

Published in: Statistica Sinica (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.5705/ss.202018.0499

zbMATH Keywords

splinesprincipal component analysisfunctional dataadditive quantile regression

Mathematics Subject Classification ID

Nonparametric regression and quantile regression (62G08) Factor analysis and principal components; correspondence analysis (62H25) Numerical computation using splines (65D07) Functional data analysis (62R10) Applications of statistics in engineering and industry; control charts (62P30)

Related Items (1)

Nonparametric estimation of expectile regression in functional dependent data

Cites Work

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• Uniform convergence rates for nonparametric regression and principal component analysis in functional/longitudinal data
• Additive models for quantile regression: model selection and confidence bands
• Estimation in functional linear quantile regression
• One-step sparse estimates in nonconcave penalized likelihood models
• Variable selection in nonparametric additive models
• Oracle inequalities for sparse additive quantile regression in reproducing kernel Hilbert space
• Quantile regression for functional partially linear model in ultra-high dimensions
• Nonparametric estimation and inference on conditional quantile processes
• Support vector machine quantile regression approach for functional data: simulation and application studies
• Regularized partially functional quantile regression
• Properties of principal component methods for functional and longitudinal data analysis
• Modelling functional additive quantile regression using support vector machines approach
• Noncrossing quantile regression curve estimation
• Nonparametric Independence Screening in Sparse Ultra-High-Dimensional Additive Models
• Quantile and Probability Curves Without Crossing
• Conditional Quantile Analysis When Covariates are Functions, with Application to Growth Data
• Quantile Regression for Analyzing Heterogeneity in Ultra-High Dimension
• Model Selection via Bayesian Information Criterion for Quantile Regression Models
• Partially Linear Functional Additive Models for Multivariate Functional Data
• Functional Additive Models
• Quantile regression when the covariates are functions
• Structured Functional Additive Regression in Reproducing Kernel Hilbert Spaces
• Functional Data Analysis for Sparse Longitudinal Data
• Nonparametric Estimation of an Additive Quantile Regression Model
• Partially linear additive quantile regression in ultra-high dimension

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