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Top Articles

#TitleJournalYearCitations
1Partial least squares for discriminationJournal of Chemometrics20032,296
2Orthogonal projections to latent structures (O-PLS)Journal of Chemometrics20021,958
3PLS regression methodsJournal of Chemometrics19881,610
4Statistical process monitoring: basics and beyondJournal of Chemometrics20031,313
5OPLS discriminant analysis: combining the strengths of PLS-DA and SIMCA classificationJournal of Chemometrics20061,134
6A new efficient method for determining the number of components in PARAFAC modelsJournal of Chemometrics20031,053
7Selectivity, local rank, three-way data analysis and ambiguity in multivariate curve resolutionJournal of Chemometrics1995868
8Genetic algorithms as a strategy for feature selectionJournal of Chemometrics1992699
9A fast non-negativity-constrained least squares algorithmJournal of Chemometrics1997699
10An introduction to decision tree modelingJournal of Chemometrics2004694
11Multi-way principal components-and PLS-analysisJournal of Chemometrics1987670
12Multiway calibration. Multilinear PLSJournal of Chemometrics1996666
13Analysis of multiblock and hierarchical PCA and PLS modelsJournal of Chemometrics1998606
14CV‐ANOVA for significance testing of PLS and OPLS® modelsJournal of Chemometrics2008600
15Correlation optimized warping and dynamic time warping as preprocessing methods for chromatographic dataJournal of Chemometrics2004595
16Partial least squares discriminant analysis: taking the magic awayJournal of Chemometrics2014577
17Variable selection in regression—a tutorialJournal of Chemometrics2010540
18Towards a standardized notation and terminology in multiway analysisJournal of Chemometrics2000539
19Practical aspects of PARAFAC modeling of fluorescence excitation-emission dataJournal of Chemometrics2003517
20On the uniqueness of multilinear decomposition ofN-way arraysJournal of Chemometrics2000489
21Application of genetic algorithm-PLS for feature selection in spectral data setsJournal of Chemometrics2000488
22Partial least squares analysis with cross-validation for the two-class problem: A Monte Carlo studyJournal of Chemometrics1987435
23Handling of Rayleigh and Raman scatter for PARAFAC modeling of fluorescence data using interpolationJournal of Chemometrics2006434
24A theoretical foundation for the PLS algorithmJournal of Chemometrics1987423
25Tensorial resolution: A direct trilinear decompositionJournal of Chemometrics1990412
26Comparison of the variable importance in projection (VIP) and of the selectivity ratio (SR) methods for variable selection and interpretationJournal of Chemometrics2015402
27Multiway calibration. Multilinear PLSJournal of Chemometrics1996390
28Repeated double cross validationJournal of Chemometrics2009375
29Improved PLS algorithmsJournal of Chemometrics1997354
30PARAFAC2—Part I. A direct fitting algorithm for the PARAFAC2 modelJournal of Chemometrics1999350
31Sequential application of backward interval partial least squares and genetic algorithms for the selection of relevant spectral regionsJournal of Chemometrics2004347
32Tensor decompositions, alternating least squares and other talesJournal of Chemometrics2009344
33On unifying multiblock analysis with application to decentralized process monitoringJournal of Chemometrics2001338
34An alternating trilinear decomposition algorithm with application to calibration of HPLC-DAD for simultaneous determination of overlapped chlorinated aromatic hydrocarbonsJournal of Chemometrics1998336
35Genetic algorithms in chemometrics and chemistry: a reviewJournal of Chemometrics2001331
36Centering and scaling in component analysisJournal of Chemometrics2003327
37O2-PLS, a two-block (X-Y) latent variable regression (LVR) method with an integral OSC filterJournal of Chemometrics2003301
38Hierarchical multiblock PLS and PC models for easier model interpretation and as an alternative to variable selectionJournal of Chemometrics1996294
39The kernel algorithm for PLSJournal of Chemometrics1993292
40Evaluation of model predictive ability by external validation techniquesJournal of Chemometrics2010290
41Calculation of maximum and minimum band boundaries of feasible solutions for species profiles obtained by multivariate curve resolutionJournal of Chemometrics2001284
42PARAFAC2—Part II. Modeling chromatographic data with retention time shiftsJournal of Chemometrics1999277
43Recent developments in receptor modelingJournal of Chemometrics2003274
44Notes on the history and nature of partial least squares (PLS) modellingJournal of Chemometrics1988273
45A PLS kernel algorithm for data sets with many variables and fewer objects. Part 1: Theory and algorithmJournal of Chemometrics1994270
46New molecular descriptors for 2D and 3D structures. TheoryJournal of Chemometrics1994269
47Window factor analysis: Theoretical derivation and application to flow injection analysis dataJournal of Chemometrics1992266
48Automatic relevance determination for multi‐way modelsJournal of Chemometrics2009262
49Frameworks for latent variable multivariate regressionJournal of Chemometrics1996261
50Multivariate dynamic data modeling for analysis and statistical process control of batch processes, start-ups and grade transitionsJournal of Chemometrics2003253