References
- Bylesjö1. Max et al. (2008)
- K-OPLS package: Kernel-based orthogonal projections to latent structures for prediction and interpretation in feature space, BMC Bioinformatics 9:106 doi:10.1186/1471-2105-9-106 URL
- Brown M. et al. (2005).
- A metabolome pipeline: from concept to data to knowledge. Metabolomics, 1:39-51 URL
- Harrington P.B. et al. (2005).
- Analysis of Variance-Principal Component Analysis: A Soft Tool for Proteomic Discovery. Analytica Chimica Acta, 544:118-127. URL
- Krumsiek J. et al. (2011).
- Gaussian graphical modeling reconstructs pathway reactions from high-throughput metabolomics data. BMC Systems Biology, 5:21 URL
- Pedreschi R. et al. (2008).
- Treatment of missing values for multivariate statistical analysis of gel-based proteomics data. Proteomics, 8:1371-1383 PubMed
- Rutledge D.N. et al. (2013).
- Independent Components Analysis with the JADE algorithm. TrAC Trends in Analytical Chemistry, 50:22-32 URL
- Saccenti E. et al. (2014).
- Reflections on univariate and multivariate analysis of metabolomics data. Metabolomics, 10:361-374 (Review) URL
- Schäfer J. and Strimmer K. (2005).
- A shrinkage approach to large-scale covariance matrix estimation and implications for functional genomics. Statist. Appl. Genet. Mol. Biol. 4:32 PubMed
- Scholz M. et al. (2004)
- Metabolite fingerprinting: detecting biological features by independent component analysis. Bioinformatics, 20:2447-2454 URL
- Smilde K. et al. (2005).
- ANOVA-simultaneous component analysis (ASCA): a new tool for analyzing designed metabolomics data. Bioinformatics, 21(13):3043-3048, URL
- Stacklies W. et al. (2007).
- pcaMethods - a bioconductor package providing PCA methods for incomplete data. Bioinformatics, Applications Note, 23:1164-1167 URL
- Steinfath M. et al. (2008).
- Metabolite profile analysis: from raw data to regression and classification. Plysiologia Plantarum, 132:150-161 (Review) PubMed
- Svensson O. et al (2002)
- An investigation of OSC algorithms and their characteristics, Journal of Chemometrics Volume 16, Issue 4 PDF
- Tai Y. and Speed P. (2006).
- A multivariate empirical Bayes statistic for replicated microarray time course data. Ann. Statist. 34(5):2387-2412 URL
- Trygg J. et al. (2006).
- Chemometrics in Metabolomics. Journal of Proteome Reseach, 6, 469-479 (Review) URL
- Van den Berg R. et al. (2006).
- Centering, scaling, and transformations: improving the biological information content of metabolomics data. BMC Genomics, 7:142 URL
- Wehrens R. (2011).
- Chemometrics with R: Multivariate Data Analysis in the Natural Sciences and Life Sciences, Ed Springer-Verlag Berlin Heidelberg, URL
- Chemometrics in Metabonomics and Metabolomics,
- Statistics - Wikipedia, the free encyclopedia,
- Handbook of Biological Statistics: Introduction,