A simple method to construct confidence bands in functional linear regression
M Imaizumi, K Kato - Statistica Sinica, 2019 - JSTOR
This study develops a simple method for constructing confidence bands centered at a
principal component analysis (PCA)-based estimator of the slope function in a functional
linear regression model with a scalar response variable and a functional predictor variable.
A PCA-based estimator is a series estimator with estimated basis functions; thus,
constructing these valid confidence bands is a nontrivial challenge. We propose a
confidence band that covers most of the slope function with a prespecified probability (level) …
principal component analysis (PCA)-based estimator of the slope function in a functional
linear regression model with a scalar response variable and a functional predictor variable.
A PCA-based estimator is a series estimator with estimated basis functions; thus,
constructing these valid confidence bands is a nontrivial challenge. We propose a
confidence band that covers most of the slope function with a prespecified probability (level) …
[引用][C] A simple method to construct confidence bands in functional linear regression
今泉允聡 - Statistica Sinica, 2019 - cir.nii.ac.jp
A simple method to construct confidence bands in functional linear regression | CiNii
Research … A simple method to construct confidence bands in functional linear regression …
タイトル A simple method to construct confidence bands in functional linear regression …
Research … A simple method to construct confidence bands in functional linear regression …
タイトル A simple method to construct confidence bands in functional linear regression …
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