PLoS ONE · 2014 · 83 citations · 41 references
Life SciencesBiologyEcologyBiogeographyCommunity EcologyCommunity-based ConservationBiodiversityCommunity Composition AnalysisDiversity MetricsSpecies DiversitySpecies RichnessTaxonomic DiversityBias EstimationCommunity CompositionDiversity DecompositionGamma DiversityInformation GainRobust EstimationShannon EntropyTsallis Entropy
Traditional measures of diversity, namely the number of species as well as Simpson's and Shannon's indices, are particular cases of Tsallis entropy. Entropy decomposition, i.e. decomposing gamma entropy into alpha and beta components, has been previously derived in the literature. We propose a generalization of the additive decomposition of Shannon entropy applied to Tsallis entropy. We obtain a self-contained definition of beta entropy as the information gain brought by the knowledge of each community composition. We propose a correction of the estimation bias allowing to estimate alpha, beta and gamma entropy from the data and eventually convert them into true diversity. We advocate additive decomposition in complement of multiplicative partitioning to allow robust estimation of biodiversity.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
A Mathematical Theory of Communication
Claude E. Shannon · Bell System Technical Journal · 1948 · 80.7K citations
On Information and Sufficiency
S. Kullback, R. A. Leibler · The Annals of Mathematical Statistics · 1951 · 20K citations · Full text
Edward Simpson · Nature · 1949 · 14K citations · Full text