Functional Principal Component Regression and Functional Partial Least Squares

T. Reiss, Philip; Todd Ogden, R.

doi:10.1198/016214507000000527

Public

Functional Principal Component Regression and Functional Partial Least Squares

Published in Journal of the American Statistical Association • Sep 1, 2007

Authors:

Philip T. Reiss

R. Todd Ogden

Abstract

AbstractRegression of a scalar response on signal predictors, such as near-infrared (NIR) spectra of chemical samples, presents a major challenge when, as is typically the case, the dimension of the signals far exceeds their number. Most solutions to this problem reduce the dimension of the predicto...

Subject

Principal component regression

Partial least squares regression

Mathematics

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