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A Stochastic Simulator of Birth–Death Master Equations with Application to Phylodynamics

机译:生死主方程的随机模拟及其在植物动力学中的应用

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摘要

In this article, we present a versatile new software tool for the simulation and analysis of stochastic models of population phylodynamics and chemical kinetics. Models are specified via an expressive and human-readable XML format and can be used as the basis for generating either single population histories or large ensembles of such histories. Importantly, phylogenetic trees or networks can be generated alongside the histories they correspond to, enabling investigations into the interplay between genealogies and population dynamics. Summary statistics such as means and variances can be recorded in place of the full ensemble, allowing for a reduction in the amount of memory used—an important consideration for models including large numbers of individual subpopulations or demes. In the case of population size histories, the resulting simulation output is written to disk in the flexible JSON format, which is easily read into numerical analysis environments such as R for visualization or further processing. Simulated phylogenetic trees can be recorded using the standard Newick or NEXUS formats, with extensions to these formats used for non-tree-like inheritance relationships.
机译:在本文中,我们提供了一种通用的新软件工具,用于仿真和分析种群系统动力学和化学动力学的随机模型。通过表达性强且易于阅读的XML格式指定模型,并且可以将其用作生成单个人口历史或此类历史的大集合的基础。重要的是,可以根据它们对应的历史记录生成系统树或网络,从而能够研究家谱与种群动态之间的相互作用。可以记录摘要统计数据(例如均值和方差)来代替完整的合奏,从而减少了使用的内存量,这是模型的重要考虑因素,其中包括大量单个子种群或特性。对于人口规模的历史记录,将生成的模拟输出以灵活的JSON格式写入磁盘,可以轻松读取到R等数字分析环境中以进行可视化或进一步处理。可以使用标准的Newick或NEXUS格式记录模拟的系统树,并扩展这些格式以用于非树状继承关系。

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