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We wish to formally test for changes in the taxonomic diversity of a community, especially in the presence of high latent diversity. Drawing on the meta-analysis literature, we construct a model for diversity that accounts for covariate…

统计方法学 · 统计学 2015-06-19 Amy Willis , John Bunge , Thea Whitman

Quantification of measurement uncertainty is crucial for robust scientific inference, yet accurate estimates of this uncertainty remain elusive for ecological measures of diversity. Here, we address this longstanding challenge by deriving a…

种群与进化 · 定量生物学 2024-02-27 Andreas Tiffeau-Mayer

Several factors affect the structure of communities, including biological, physical and chemical phenomena, impacting the quantification of biodiversity, measured by diversity indexes such as Shannon's entropy. Then, once a point estimate…

定量方法 · 定量生物学 2022-04-22 Gabriel R. Palma , Silvio S. Zocchi , Wesley A. C. Godoy , Jorge A. Wiendl

Population analysis is persistently challenging but important, leading to the determination of diversity and function prediction of microbial community members. Here we detail our bioinformatics methods for analyzing population distribution…

Several theoretical frameworks have been proposed to explain observed biodiversity patterns, ranging from the classical niche-based theories, mainly employing a continuous formalism, to neutral theories, based on statistical mechanics of…

定量方法 · 定量生物学 2019-11-01 Xue Feng , Sara Bonetti , Amilcare Porporato

Accurate estimates of microbial species abundances are needed to advance our understanding of the role that microbiomes play in human and environmental health. However, artificially constructed microbiomes demonstrate that intuitive…

统计方法学 · 统计学 2025-03-17 David S Clausen , Amy D Willis

The explosion in known microbial diversity in the last two decades has made it abundantly clear that microbes in the environment do not exist in isolation; they are members of communities. Accordingly, omics approaches such as metagenomics…

定量方法 · 定量生物学 2024-07-15 James C. Kosmopoulos , Karthik Anantharaman

The Shannon entropy is a fundamental measure for quantifying diversity and model complexity in fields such as information theory, ecology, and genetics. However, many existing studies assume that the number of species is known, an…

统计方法学 · 统计学 2026-02-23 Takato Hashino , Koji Tsukuda

In microbial ecology studies, the most commonly used ways of investigating alpha (within-sample) diversity are either to apply count-only measures such as Simpson's index to Operational Taxonomic Unit (OTU) groupings, or to use classical…

种群与进化 · 定量生物学 2013-05-03 Connor O. McCoy , Frederick A. Matsen

Microbial ecosystems are remarkably diverse, stable, and often consist of a balanced mixture of core and peripheral species. Here we propose a conceptual model exhibiting all these emergent properties in quantitative agreement with real…

种群与进化 · 定量生物学 2018-04-18 Akshit Goyal , Sergei Maslov

Microbial communities play important roles in the function and maintenance of various biosystems, ranging from human body to the environment. Current methods for analysis of microbial communities are typically based on taxonomic…

基因组学 · 定量生物学 2015-12-02 Ehsaneddin Asgari , Kiavash Garakani , Mohammad R. K Mofrad

High-throughput sequencing techniques such as metagenomic and metatranscriptomic technologies allow cataloging of functional characteristics of microbial community members as well as their taxonomic identity. Such studies have found that a…

种群与进化 · 定量生物学 2019-06-24 Lee Worden

Entropy measures of probability distributions are widely used measures in ecology, biology, genetics, and in other fields, to quantify species diversity of a community. Unfortunately, entropy-based diversity indices, or diversity indices…

种群与进化 · 定量生物学 2014-08-14 Karim T. Abou-Moustafa

We wish to estimate the total number of classes in a population based on sample counts, especially in the presence of high latent diversity. Drawing on probability theory that characterizes distributions on the integers by ratios of…

统计方法学 · 统计学 2014-12-10 A. Willis , J. Bunge

We introduce a new dominance concept consisting of three new dominance metrics based on Lloyd's (1967) mean crowding index. The new metrics link communities and species, whereas existing ones are applicable only to communities. Our…

计算工程、金融与科学 · 计算机科学 2019-05-14 Zhanshan Ma , Aaron M. Ellison

Interest in the study of in-host microbial communities has increased in recent years due to our improved understanding of the communities' significant role in host health. As a result, the ability to model these communities using…

定量方法 · 定量生物学 2015-09-24 Matthias Chung , Justin Krueger , Mihai Pop

The paper presents the investigation and implementation of the relationship between diversity and the performance of multiple classifiers on classification accuracy. The study is critical as to build classifiers that are strong and can…

人工智能 · 计算机科学 2008-10-22 R. Musehane , F. Netshiongolwe , F. V. Nelwamondo , L. Masisi , T. Marwala

Recently, the Shannon entropy, which was introduced originally as a measure of information amount, has been widely used as a useful index of various diversities such as biodiversity and geodiversity. In this work we have evaluated the…

数据分析、统计与概率 · 物理学 2009-05-19 Tetsuo Yabuki , Yumi Matsumura , Yoko Nakatani

Using a sample from a population to estimate the proportion of the population with a certain category label is a broadly important problem. In the context of microbiome studies, this problem arises when researchers wish to use a sample from…

统计方法学 · 统计学 2019-02-08 Bryan D. Martin , Daniela Witten , Amy D. Willis

Until recently, much of the microbial world was hidden from view. A global research effort has changed this, unveiling and quantifying microbial diversity across enormous range of critically-important contexts, from the human microbiome, to…

种群与进化 · 定量生物学 2017-10-26 Alice Doucet-Beaupré , James P. O'Dwyer
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