The advantages and disadvantages of using high order principal components are considered. It is concluded that high order principal components can be very useful. Computational problems are highlighted. Some useful tools for the analysis of multivariate NIR spectroscopy data are presented.
HruschkaW.R., in Near Infrared Technology in the Agricultural and Food Industries, Ed. by WilliamsP. and NorrisK.American Association of Cereal Chemists, pp. 35–55 (1987).
3.
DaviesB., in Proc. 3rd Int. Conf. Near Infrared Spectroscopy, Ed. by BistonR. and Bartiaux-ThillN.Agricultural Research Centre, Gembloux, Belgium, Vol. 2, pp. 444–447 (1991).
4.
ScotterC.N.G., Food Science and Technology Today4(4), 229 (1993).
5.
GeladiP.MacDougallD. and MartensM., Appl. Spectrosc.39, 491 (1985).
6.
BarnesR.J.DhanoaM.S. and ListerS.J., Appl. Spectrosc.43, 772 (1992).
7.
CoweI.A. and McNicolJ.W., Appl. Spectrosc.39, 257 (1985).
8.
DowneyG.RobertP.BertrandD. and KellyP.M., Appl. Spectrosc.44, 150 (1990).
9.
DevauxM.F.BertrandD. and MartinG., Appl. Spectrosc.42, 1015 (1988).
10.
WoldS., Technometrics20, 397 (1978).
11.
EastmentH.T. and KrzanowskiW.J., Technometrics24, 73 (1987).
12.
MeurensM.van den EyndeP. and VanbelleM., in NIR Diffuse Reflectance/Transmittance Spectroscopy, Ed. by HolloJ.KoffkoK.J. and GonczyJ.L.Akademiai Kiado, Budapest (1987).
13.
MurrayI., in Analytical Applications of Spectroscopy, Ed. by CreaserC.S. and DaviesA.M.C.Royal Society of Chemistry (1988).
14.
EvansD.G.ScotterC.N.G.DayL.Z. and HallM.N., J. Near Infrared Spectrosc.1, 33 (1993).
15.
EvansD.G.JewellK. and HallM.N., Campden Food and Drink Research Association Technical Memorandum No. 61 (1991).
16.
DeaneJ.M., in Multivariate Pattern Recognition in Chemometrics, Ed. by BreretonR.G.Elsevier, Chapter 5 (1992).
17.
KvalheimO.M. and KarstangT.V., in Multivariate Pattern Recognition in Chemometrics, Ed. by BreretonR.G.Elsevier, Chapter 7 (1992).
18.
RawlingsJ.O., Applied Regression Analysis.Wadsworth and Brookes/Cole (1988).
19.
DaviesA.M.C. and GrantA., Appl. Spectrosc.41(7), (1987).
20.
SavitskyA. and GolayM.J.E., Anal. Chem.36(8), 1627 (1964).
21.
VellemanP.F., J. Amer. Statist. Assn75(371), 609 (1980).