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econullnetr:an R package using null models to analyse the structure of ecological networks and identify resource selection

机译:econullnetr:一个使用空模型的R程序包,用于分析生态网络的结构并确定资源选择

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摘要

1. Network analysis is increasingly widespread in ecology, with frequent questions asking which nodes (typically species) interact with one another and how strong are the interactions. Null models are a way of addressing these questions, helping to distinguish patterns driven by neutral mechanisms or sampling effects (e.g. relative abundance of different taxa, sampling completeness) from deterministic biological mechanisms (e.g. resource selection and avoidance), but few ‘off the shelf’ tools are available. 2. We present econullnetr, an R package combining null modelling and plotting functions for networks, with data-export tools to facilitate its use alongside existing network analysis packages. It models resource choices made by individual consumers, enabling it to capture individual-level heterogeneity and generalising to a wider range of data types and scenarios than models applied directly to network matrices. The outputs can be analysed from the level of individual links to whole networks. 3. We describe the main functions and provide two short examples, along with the results of a benchmarking exercise to provide guidance about the statistical power and error rates. Our hope is that econullnetr provides a basis for more widespread use of null modelling to assist ecological network interpretation.
机译:1.网络分析在生态学中越来越普遍,经常问到哪些节点(通常是物种)相互影响以及相互作用有多强。空模型是解决这些问题的一种方法,有助于从确定性生物学机制(例如资源选择和避免)中区分由中性机制或采样效应(例如不同分类单元的相对丰度,采样完整性)驱动的模式,但很少有工具可用。 2.我们介绍了econullnetr,它是一个R软件包,它结合了网络的空建模和绘图功能以及数据导出工具,以方便将其与现有网络分析软件包一起使用。与直接应用于网络矩阵的模型相比,它可以对单个消费者选择的资源进行建模,从而使其能够捕获单个级别的异构性,并推广到更广泛的数据类型和方案。可以从单个链接到整个网络的级别分析输出。 3.我们描述了主要功能并提供了两个简短的示例,以及基准测试的结果,以提供有关统计功效和错误率的指导。我们希望econullnetr为更广泛地使用空模型来协助生态网络解释提供基础。

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