KARHUNEN-LOEVE PROCEDURE FOR GAPPY DATA

Citation
R. Everson et L. Sirovich, KARHUNEN-LOEVE PROCEDURE FOR GAPPY DATA, Journal of the Optical Society of America. A, Optics, image science,and vision., 12(8), 1995, pp. 1657-1664
Citations number
13
Categorie Soggetti
Optics
ISSN journal
10847529
Volume
12
Issue
8
Year of publication
1995
Pages
1657 - 1664
Database
ISI
SICI code
1084-7529(1995)12:8<1657:KPFGD>2.0.ZU;2-2
Abstract
The problem of using the Karhunen-Loeve transform with partial data is addressed. Given a set of empirical eigenfunctions, we show how to re cover the modal coefficients for each gappy snapshot by a least-square s procedure. This method gives an unbiased estimate of the data that l ie in the gaps and permits gaps to be filled in a reasonable manner. I n addition, a scheme is advanced for finding empirical eigenfunctions from gappy data. It is shown numerically that this procedure obtains s pectra and eigenfunctions that are close to those obtained from unmarr ed data.