# | Title | Journal | Year | Citations |
---|
1 | Partial least squares for discrimination | Journal of Chemometrics | 2003 | 2,296 |
2 | Orthogonal projections to latent structures (O-PLS) | Journal of Chemometrics | 2002 | 1,958 |
3 | PLS regression methods | Journal of Chemometrics | 1988 | 1,610 |
4 | Statistical process monitoring: basics and beyond | Journal of Chemometrics | 2003 | 1,313 |
5 | OPLS discriminant analysis: combining the strengths of PLS-DA and SIMCA classification | Journal of Chemometrics | 2006 | 1,134 |
6 | A new efficient method for determining the number of components in PARAFAC models | Journal of Chemometrics | 2003 | 1,053 |
7 | Selectivity, local rank, three-way data analysis and ambiguity in multivariate curve resolution | Journal of Chemometrics | 1995 | 868 |
8 | Genetic algorithms as a strategy for feature selection | Journal of Chemometrics | 1992 | 699 |
9 | A fast non-negativity-constrained least squares algorithm | Journal of Chemometrics | 1997 | 699 |
10 | An introduction to decision tree modeling | Journal of Chemometrics | 2004 | 694 |
11 | Multi-way principal components-and PLS-analysis | Journal of Chemometrics | 1987 | 670 |
12 | Multiway calibration. Multilinear PLS | Journal of Chemometrics | 1996 | 666 |
13 | Analysis of multiblock and hierarchical PCA and PLS models | Journal of Chemometrics | 1998 | 606 |
14 | CV‐ANOVA for significance testing of PLS and OPLS® models | Journal of Chemometrics | 2008 | 600 |
15 | Correlation optimized warping and dynamic time warping as preprocessing methods for chromatographic data | Journal of Chemometrics | 2004 | 595 |
16 | Partial least squares discriminant analysis: taking the magic away | Journal of Chemometrics | 2014 | 577 |
17 | Variable selection in regression—a tutorial | Journal of Chemometrics | 2010 | 540 |
18 | Towards a standardized notation and terminology in multiway analysis | Journal of Chemometrics | 2000 | 539 |
19 | Practical aspects of PARAFAC modeling of fluorescence excitation-emission data | Journal of Chemometrics | 2003 | 517 |
20 | On the uniqueness of multilinear decomposition ofN-way arrays | Journal of Chemometrics | 2000 | 489 |
21 | Application of genetic algorithm-PLS for feature selection in spectral data sets | Journal of Chemometrics | 2000 | 488 |
22 | Partial least squares analysis with cross-validation for the two-class problem: A Monte Carlo study | Journal of Chemometrics | 1987 | 435 |
23 | Handling of Rayleigh and Raman scatter for PARAFAC modeling of fluorescence data using interpolation | Journal of Chemometrics | 2006 | 434 |
24 | A theoretical foundation for the PLS algorithm | Journal of Chemometrics | 1987 | 423 |
25 | Tensorial resolution: A direct trilinear decomposition | Journal of Chemometrics | 1990 | 412 |
26 | Comparison of the variable importance in projection (VIP) and of the selectivity ratio (SR) methods for variable selection and interpretation | Journal of Chemometrics | 2015 | 402 |
27 | Multiway calibration. Multilinear PLS | Journal of Chemometrics | 1996 | 390 |
28 | Repeated double cross validation | Journal of Chemometrics | 2009 | 375 |
29 | Improved PLS algorithms | Journal of Chemometrics | 1997 | 354 |
30 | PARAFAC2—Part I. A direct fitting algorithm for the PARAFAC2 model | Journal of Chemometrics | 1999 | 350 |
31 | Sequential application of backward interval partial least squares and genetic algorithms for the selection of relevant spectral regions | Journal of Chemometrics | 2004 | 347 |
32 | Tensor decompositions, alternating least squares and other tales | Journal of Chemometrics | 2009 | 344 |
33 | On unifying multiblock analysis with application to decentralized process monitoring | Journal of Chemometrics | 2001 | 338 |
34 | An alternating trilinear decomposition algorithm with application to calibration of HPLC-DAD for simultaneous determination of overlapped chlorinated aromatic hydrocarbons | Journal of Chemometrics | 1998 | 336 |
35 | Genetic algorithms in chemometrics and chemistry: a review | Journal of Chemometrics | 2001 | 331 |
36 | Centering and scaling in component analysis | Journal of Chemometrics | 2003 | 327 |
37 | O2-PLS, a two-block (X-Y) latent variable regression (LVR) method with an integral OSC filter | Journal of Chemometrics | 2003 | 301 |
38 | Hierarchical multiblock PLS and PC models for easier model interpretation and as an alternative to variable selection | Journal of Chemometrics | 1996 | 294 |
39 | The kernel algorithm for PLS | Journal of Chemometrics | 1993 | 292 |
40 | Evaluation of model predictive ability by external validation techniques | Journal of Chemometrics | 2010 | 290 |
41 | Calculation of maximum and minimum band boundaries of feasible solutions for species profiles obtained by multivariate curve resolution | Journal of Chemometrics | 2001 | 284 |
42 | PARAFAC2—Part II. Modeling chromatographic data with retention time shifts | Journal of Chemometrics | 1999 | 277 |
43 | Recent developments in receptor modeling | Journal of Chemometrics | 2003 | 274 |
44 | Notes on the history and nature of partial least squares (PLS) modelling | Journal of Chemometrics | 1988 | 273 |
45 | A PLS kernel algorithm for data sets with many variables and fewer objects. Part 1: Theory and algorithm | Journal of Chemometrics | 1994 | 270 |
46 | New molecular descriptors for 2D and 3D structures. Theory | Journal of Chemometrics | 1994 | 269 |
47 | Window factor analysis: Theoretical derivation and application to flow injection analysis data | Journal of Chemometrics | 1992 | 266 |
48 | Automatic relevance determination for multi‐way models | Journal of Chemometrics | 2009 | 262 |
49 | Frameworks for latent variable multivariate regression | Journal of Chemometrics | 1996 | 261 |
50 | Multivariate dynamic data modeling for analysis and statistical process control of batch processes, start-ups and grade transitions | Journal of Chemometrics | 2003 | 253 |