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Author Serneels, S.; Faber, K.; Verdonck, T.; van Espen, P.J.
Title Case specific prediction intervals for tri-PLS1 : the full local linearisation Type A1 Journal article
Year (down) 2011 Publication Chemometrics and intelligent laboratory systems Abbreviated Journal
Volume 108 Issue 2 Pages 93-99
Keywords A1 Journal article; AXES (Antwerp X-ray Analysis, Electrochemistry and Speciation)
Abstract A new method to estimate case specific prediction uncertainty for univariate trilinear partial least squares (tri-PLS1) regression is introduced. This method is, from a theoretical point of view, the most exact finite sample approximation to true prediction uncertainty that has been reported up till now. Using the new method, different error sources can be propagated, which is an advantage that cannot be offered by data driven approaches such as the bootstrap. In a concise example, it is illustrated how the method can be applied. In the Appendix, efficient algorithms are presented to compute the estimates required.
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Corporate Author Thesis
Publisher Place of Publication Editor
Language Wos 000295310000002 Publication Date 2011-05-12
Series Editor Series Title Abbreviated Series Title
Series Volume Series Issue Edition
ISSN 0169-7439; 1873-3239 ISBN Additional Links UA library record; WoS full record; WoS citing articles
Impact Factor Times cited Open Access
Notes Approved no
Call Number UA @ admin @ c:irua:92788 Serial 7580
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