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References (40)
-
H. Heimdal, R. Bro, L. Larsen, L. Poll (1997)
Prediction of Polyphenol Oxidase Activity in Model Solutions Containing Various Combinations of Chlorogenic Acid, (−)-Epicatechin, O2, CO2, Temperature, and pH by Multiway Data AnalysisJournal of Agricultural and Food Chemistry, 45
-
G. Ewing (1954)
Instrumental methods of chemical analysis -
R. Bro (1997)
PARAFAC. Tutorial and applicationsChemometrics and Intelligent Laboratory Systems, 38
-
K. Hasegawa, Y. Endo, K. Fujimoto (1992)
Oxidative Deterioration in Dried Fish Model Systems Assessed by Solid Sample Fluorescence SpectrophotometryJournal of Food Science, 57
-
P. Kroonenberg (1992)
Three-mode component models : A review of the literature, 4
-
(cid:7)(cid:14) -
R. Ross, S. Leurgans (1995)
[27] Component resolution using multilinear modelsMethods in Enzymology, 246
-
J. Riu, R. Bro (2003)
Jack-knife technique for outlier detection and estimation of standard errors in PARAFAC modelsChemometrics and Intelligent Laboratory Systems, 65
-
Dorthe Pedersen, L. Munck, S. Engelsen (2002)
Screening for dioxin contamination in fish oil by PARAFAC and N‐PLSR analysis of fluorescence landscapesJournal of Chemometrics, 16
-
P. Wentzell, S. Nair, R. Guy (2001)
Three-way analysis of fluorescence spectra of polycyclic aromatic hydrocarbons with quenching by nitromethane.Analytical chemistry, 73 7
-
R. Bro, Nicholaos Sidiropoulos (1998)
Least squares algorithms under unimodality and non‐negativity constraintsJournal of Chemometrics, 12
-
N. Sidiropoulos, R. Bro (2000)
On the uniqueness of multilinear decomposition of N‐way arraysJournal of Chemometrics, 14
-
(2002)
Jack-knife for estimation of standard errors and outlier detection in parafac models -
(1998)
Multi-way analysis in the food industry, theory algorithms and applications. Doctoral dissertation -
Pedersen Pedersen, Munck Munck, Engelsen Engelsen (2002)
Screening for dioxin in fish oil by PARAFAC and N‐PLSR analysis of fluorescence landscapesJ. Chemom., 16
-
R. Bro, H. Heimdal (1996)
Enzymatic browning of vegetables. Calibration and analysis of variance by multiway methodsChemometrics and Intelligent Laboratory Systems, 34
-
L. Moberg, G. Robertsson, B. Karlberg (2001)
Spectrofluorimetric determination of chlorophylls and pheopigments using parallel factor analysis.Talanta, 54 1
-
B. Efron, R. Tibshirani (1995)
An Introduction to the Bootstrap -
R. Ross, S. Leurgans (1995)
Component resolution using multilinear models.Methods in enzymology, 246
-
L. Nørgaard (1995)
Direct standardisation in multi wavelength fluorescence spectroscopyPolymer
-
I. Undeland, B. Ekstrand, H. Lingnert (1998)
Lipid oxidation in herring (Clupea harengus) light muscle, dark muscle, and skin, stored separately or as intact filletsJournal of the American Oil Chemists' Society, 75
-
R. Harshman (1970)
Foundations of the PARAFAC procedure: Models and conditions for an "explanatory" multi-model factor analysis, 16
-
Renee JiJi, K. Booksh (2000)
Mitigation of Rayleigh and Raman spectral interferences in multiway calibration of excitation-emission matrix fluorescence spectra.Analytical chemistry, 72 4
-
S. Leurgans, R. Ross (1992)
Multilinear Models: Applications in SpectroscopyStatistical Science, 7
-
R. Ross, Choon-Hwan Lee, C. Davis, B. Ezzeddine, Elias Fayyad, S. Leurgans (1991)
Resolution of the fluorescence spectra of plant pigment-complexes using trilinear modelsBiochimica et Biophysica Acta, 1056
-
R. Bro (1999)
Exploratory study of sugar production using fluorescence spectroscopy and multi-way analysisChemometrics and Intelligent Laboratory Systems, 46
-
D. Baunsgaard, Claus Andersson, A. Arndal, L. Munck (2000)
Multi-way chemometrics for mathematical separation of fluorescent colorants and colour precursors from spectrofluorimetry of beet sugar and beet sugar thick juice as validated by HPLC analysisFood Chemistry, 70
-
H. Davis (1982)
Fluorescence of fish muscle: Description and measurement of changes occurring during frozen storageJournal of the Science of Food and Agriculture, 33
-
Bøknæs Bøknæs, Jensen Jensen, Guldager Guldager, Østerberg Østerberg, Nielsen Nielsen, Dalgaard Dalgaard (2002)
Thawed chilled Barents sea cod fillets in modified atmosphere packaging –application of multivariate data analysis to select key parameters in good manufacturing practiceLebensm. Wiss. Technol., 35
-
Kroonenberg Kroonenberg (1992)
Three‐mode component models. A survey of the literatureStatist. Appl., 4
-
(1999)
Factors affecting 3-way modelling (PARAFAC) of¯uorescence landscapes. Thesis. The Royal Veterinary and Agricultural University: Fredericksberg -
R. Jiji, G. Cooper, K. Booksh (1999)
Excitation-emission matrix fluorescence based determination of carbamate pesticides and polycyclic aromatic hydrocarbonsAnalytica Chimica Acta, 397
-
C. Andersen, J. Wold (2003)
Fluorescence of muscle and connective tissue from cod and salmon.Journal of agricultural and food chemistry, 51 2
-
W. DeSarbo (1984)
An Application of PARAFAC to a Small Sample Problem, Demonstrating Preprocessing, Orthogonality Constraints, and Split-Half Diagnostic Techniques (Appendix) -
Niels Bøknæs, K. Jensen, H. Guldager, Carsten Østerberg, J. Nielsen, P. Dalgaard (2002)
Thawed Chilled Barents Sea Cod Fillets in Modified Atmosphere Packaging-Application of Multivariate Data Analysis to Select Key Parameters in Good Manufacturing PracticeLwt - Food Science and Technology, 35
-
R. Bro, Nicholaos Sidiropoulos, A. Smilde (2002)
Maximum likelihood fitting using ordinary least squares algorithmsJournal of Chemometrics, 16
-
R. Harshman, M. Lundy (1994)
PARAFAC: parallel factor analysisComputational Statistics & Data Analysis, 18
-
S. Aubourg, I. Medina, J. Gallardo (1998)
Quality Assessment of Blue Whiting (Micromesistius poutassou) during Chilled Storage by Monitoring Lipid DamagesJournal of Agricultural and Food Chemistry, 46
-
R. Jiji, Greger Andersson, K. Booksh (2000)
Application of PARAFAC for calibration with excitation–emission matrix fluorescence spectra of three classes of environmental pollutantsJournal of Chemometrics, 14
-
J. Kruskal, R. Harshman, M. Lundy (1989)
How 3-MFA data can cause degenerate parafac solutions, among other relationships
- Publisher
- Wiley
- Copyright
- Copyright © 2003 John Wiley & Sons, Ltd.
- ISSN
- 0886-9383
- eISSN
- 1099-128X
- DOI
- 10.1002/cem.790
- Publisher site
- See Article on Publisher Site
Abstract
This paper presents a dedicated investigation and practical description of how to apply PARAFAC modeling to complicated fluorescence excitation–emission measurements. The steps involved in finding the optimal PARAFAC model are described in detail based on the characteristics of fluorescence data. These steps include choosing the right number of components, handling problems with missing values and scatter, detecting variables influenced by noise and identifying outliers. Various validation methods are applied in order to ensure that the optimal model has been found and several common data‐specific problems and their solutions are explained. Finally, interpretations of the specific models are given. The paper can be used as a tutorial for investigating fluorescence landscapes with multi‐way analysis. Copyright © 2003 John Wiley & Sons, Ltd.
Journal
Journal of Chemometrics – Wiley
Published: Apr 1, 2003