Bootstrap confidence intervals for three-way methods

Henk A.L. Kiers*

*Corresponding author voor dit werk

Onderzoeksoutput: ArticleAcademicpeer review

44 Citaten (Scopus)

Samenvatting

Results from exploratory three-way analysis techniques such as CANDECOMP/PARAFAC and Tucker3 analysis are usually presented without giving insight into uncertainties due to sampling. Here a bootstrap procedure is proposed that produces percentile intervals for all output parameters. Special adjustments are offered for handling the non-uniqueness of the solutions. The percentile intervals indicate the instability of the sample solutions. By means of a simulation study it is demonstrated that the percentile intervals can fairly well be interpreted as confidence intervals for the output parameters. Copyright (C) 2004 John Wiley Sons, Ltd.

Originele taal-2English
Pagina's (van-tot)22-36
Aantal pagina's15
TijdschriftJournal of Chemometrics
Volume18
Nummer van het tijdschrift1
DOI's
StatusPublished - jan.-2004
EvenementThree-Way Methods in Chemistry and Psychology (TRICAP 2003) - , Cayman Islands
Duur: 22-jun.-200327-jun.-2003

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