Partial least squares, Beer's law and the net analyte signal: statistical modeling and analysis
Nadler B, Coifman R. Partial least squares, Beer's law and the net analyte signal: statistical modeling and analysis. Journal Of Chemometrics 2005, 19: 45-54. DOI: 10.1002/cem.906.Peer-Reviewed Original ResearchRegression vectorFinite training setNet analyte signal vectorInput-output samplesJoint probability distributionPartial least squaresCommon regression algorithmsNoise-free caseNoise-free samplesRandom variablesRandom realizationsLinear multivariate modelProbability distributionAsymptotic optimalityInfinite numberK iterationLinear mixture modelMean squared errorSpecific probabilistic modelMixture modelSignal vectorUnstructured noiseLeast squaresPLS algorithmProbabilistic model