review Open AccessTop 1% cited
A tutorial review: Metabolomics and partial least squares-discriminant analysis – a marriage of convenience or a shotgun wedding
Analytica Chimica Acta · 2015 · Vol. 879 · pp. 10–23
Piotr S. Gromski(University of Manchester)Howbeer Muhamadali(University of Manchester)David I. Ellis(University of Manchester)Yun Xu(University of Manchester)Elon Correa(University of Manchester)Michael L. Turner(University of Manchester)Royston Goodacre✉(University of Manchester)
Metabolomics and Mass Spectrometry StudiesSpectroscopy and Chemometric AnalysesAdvanced Chemical Sensor TechnologiesPartial least squares regressionPrincipal component analysisLinear discriminant analysisArtificial intelligenceMultivariate statisticsMachine learningMetabolomicsSupport vector machineComputer scienceData mining
MeSH terms
AnimalsHumansDiscriminant AnalysisLeast-Squares AnalysisMetabolomicsSupport Vector Machine
Citations
854
FWCI
30.58
field-weighted impact
References
175
Percentile
100%
vs. same field & year
Citations per year
Cited by
Partial least squares-discriminant analysis (PLS-DA) for classification of high-dimensional (HD) data: a review of contemporary practice strategies and knowledge gaps
The Analyst · 2018 · 747 citations
Present and Future of Surface-Enhanced Raman Scattering
ACS Nano · 2019 · 3,623 citations
References
Neural networks for pattern recognition
Choice Reviews Online · 1994 · 18,690 citations
Genetic Programming: On the Programming of Computers by Means of Natural Selection
Medical Entomology and Zoology · 1992 · 13,258 citations
Bias in random forest variable importance measures: Illustrations, sources and a solution
BMC Bioinformatics · 2007 · 3,519 citations
Procedures for large-scale metabolic profiling of serum and plasma using gas chromatography and liquid chromatography coupled to mass spectrometry
Nature Protocols · 2011 · 3,136 citations
Analysis of a complex of statistical variables into principal components.
Journal of Educational Psychology · 1933 · 9,347 citations
The Human Serum Metabolome
PLoS ONE · 2011 · 1,697 citations
Modern analytical techniques in metabolomics analysis
The Analyst · 2011 · 847 citations
Penalized Discriminant Analysis
The Annals of Statistics · 1995 · 859 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.
