mSystems · 2019 · 612 citations · 48 references
Life SciencesBiologyMicrobiologyMicrobial EcologyMicrobial TaxonomyMicrobiome ResearchMicrobial Community DynamicsMicrobial Community ProfilingMicrobial DiversityMicrobiome CompositionMicrobiome Data AnalysisMicrobiome DiversityBeta DiversityBeta Diversity AnalysisBeta Diversity MetricsDistance MetricsMatrix CompletionMicrobial Community CompositionMicrobial Community DiversityMicrobial Community Structure
By accounting for the sparse compositional nature of microbiome data sets, robust Aitchison PCA can yield high discriminatory power and salient feature ranking between microbial niches. The software to perform this analysis is available under an open-source license and can be obtained at https://github.com/biocore/DEICODE; additionally, a QIIME 2 plugin is provided to perform this analysis at https://library.qiime2.org/plugins/deicode/.
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S. Kullback, R. A. Leibler · The Annals of Mathematical Statistics · 1951 · 20K citations · Full text
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Emmanuel J. Candès, Xiaodong Li, Yi Ma et al. · Journal of the ACM · 2011 · 6.9K citations