Nonparametric Principal Components Regression

DOI10.1080/03610918.2012.744046zbMath1333.62161OpenAlexW2045393015MaRDI QIDQ5418909

Jennifer Umali, Erniel B. Barrios

Publication date: 30 May 2014

Published in: Communications in Statistics - Simulation and Computation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/03610918.2012.744046

zbMATH Keywords

nonparametric regressionhigh-dimensional datamulticollinearityprincipal components regression

Mathematics Subject Classification ID

Nonparametric regression and quantile regression (62G08) Factor analysis and principal components; correspondence analysis (62H25)

Related Items

Estimation of semiparametric mixed analysis of covariance model

Cites Work

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• Comparing nonparametric versus parametric regression fits
• Asymptotic properties of backfitting estimators
• Principal component analysis.
• Principal component estimation for generalized linear regression
• Anomalies in the Foundations of Ridge Regression

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