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Cross-validation of component models: A critical look at current methods
Analytical and Bioanalytical Chemistry · 2008 · Vol. 390(5) · pp. 1241–1251
Rasmus Bro✉(University of Copenhagen)Karin Kjeldahl(University of Copenhagen)Age K. SmildeHenk A. L. Kiers(University of Groningen)
Fault Detection and Control SystemsSpectroscopy and Chemometric AnalysesAdvanced Statistical Methods and ModelsPrincipal component analysisComponent (thermodynamics)Cross-validationComputer scienceModel validationData miningImplementationReliability engineeringMachine learningArtificial intelligence
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References
Maximum Likelihood from Incomplete Data Via the <i>EM</i> Algorithm
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1977 · 49,286 citations
Pattern recognition by means of disjoint principal components models
Pattern Recognition · 1976 · 1,150 citations
A predictive approach to the random effect model
Biometrika · 1974 · 2,446 citations
Cross-Validatory Choice and Assessment of Statistical Predictions
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1974 · 10,283 citations
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