Centering, scaling, and transformations: improving the biological information content of metabolomics data RA Van den Berg, HCJ Hoefsloot, JA Westerhuis, AK Smilde, ... BMC genomics 7, 1-15, 2006 | 2634 | 2006 |
Assessment of PLSDA cross validation JA Westerhuis, HCJ Hoefsloot, S Smit, DJ Vis, AK Smilde, EJJ van Velzen, ... Metabolomics 4, 81-89, 2008 | 1518 | 2008 |
Analysis of multiblock and hierarchical PCA and PLS models JA Westerhuis, T Kourti, JF MacGregor Journal of Chemometrics: A Journal of the Chemometrics Society 12 (5), 301-321, 1998 | 860 | 1998 |
Double-check: validation of diagnostic statistics for PLS-DA models in metabolomics studies E Szymańska, E Saccenti, AK Smilde, JA Westerhuis Metabolomics 8, 3-16, 2012 | 821 | 2012 |
Generalized contribution plots in multivariate statistical process monitoring JA Westerhuis, SP Gurden, AK Smilde Chemometrics and intelligent laboratory systems 51 (1), 95-114, 2000 | 609 | 2000 |
Metabolic fate of polyphenols in the human superorganism J van Duynhoven, EE Vaughan, DM Jacobs, R A. Kemperman, ... Proceedings of the national academy of sciences 108 (supplement_1), 4531-4538, 2011 | 593 | 2011 |
Reflections on univariate and multivariate analysis of metabolomics data E Saccenti, HCJ Hoefsloot, AK Smilde, JA Westerhuis, MMWB Hendriks Metabolomics 10, 361-374, 2014 | 568 | 2014 |
Multivariate paired data analysis: multilevel PLSDA versus OPLSDA JA Westerhuis, EJJ van Velzen, HCJ Hoefsloot, AK Smilde Metabolomics 6, 119-128, 2010 | 441 | 2010 |
Direct orthogonal signal correction JA Westerhuis, S De Jong, AK Smilde Chemometrics and Intelligent Laboratory Systems 56 (1), 13-25, 2001 | 391 | 2001 |
Comparing alternative approaches for multivariate statistical analysis of batch process data JA Westerhuis, T Kourti, JF MacGregor Journal of Chemometrics: A Journal of the Chemometrics Society 13 (3‐4), 397-413, 1999 | 288 | 1999 |
ASCA: analysis of multivariate data obtained from an experimental design JJ Jansen, HCJ Hoefsloot, J van der Greef, ME Timmerman, ... Journal of Chemometrics: A Journal of the Chemometrics Society 19 (9), 469-481, 2005 | 238 | 2005 |
A framework for sequential multiblock component methods AK Smilde, JA Westerhuis, S De Jong Journal of Chemometrics: A Journal of the Chemometrics Society 17 (6), 323-337, 2003 | 237 | 2003 |
Data-processing strategies for metabolomics studies MMWB Hendriks, FA van Eeuwijk, RH Jellema, JA Westerhuis, ... TrAC Trends in Analytical Chemistry 30 (10), 1685-1698, 2011 | 222 | 2011 |
Multilevel data analysis of a crossover designed human nutritional intervention study EJJ van Velzen, JA Westerhuis, JPM van Duynhoven, FA van Dorsten, ... Journal of proteome research 7 (10), 4483-4491, 2008 | 199 | 2008 |
New background correction method for liquid chromatography with diode array detection, infrared spectroscopic detection and Raman spectroscopic detection HFM Boelens, RJ Dijkstra, PHC Eilers, F Fitzpatrick, JA Westerhuis Journal of chromatography A 1057 (1-2), 21-30, 2004 | 191 | 2004 |
Statistical validation of megavariate effects in ASCA DJ Vis, JA Westerhuis, AK Smilde, J van der Greef BMC bioinformatics 8, 1-8, 2007 | 158 | 2007 |
Variable selection and validation in multivariate modelling L Shi, JA Westerhuis, J Rosén, R Landberg, C Brunius Bioinformatics 35 (6), 972-980, 2019 | 157 | 2019 |
ANOVA–principal component analysis and ANOVA–simultaneous component analysis: a comparison G Zwanenburg, HCJ Hoefsloot, JA Westerhuis, JJ Jansen, AK Smilde Journal of Chemometrics 25 (10), 561-567, 2011 | 156 | 2011 |
Critical evaluation of approaches for on-line batch process monitoring ENM Van Sprang, HJ Ramaker, JA Westerhuis, SP Gurden, AK Smilde Chemical Engineering Science 57 (18), 3979-3991, 2002 | 145 | 2002 |
Multiway multiblock component and covariates regression models AK Smilde, JA Westerhuis, R Boque Journal of Chemometrics: A Journal of the Chemometrics Society 14 (3), 301-331, 2000 | 132 | 2000 |