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Time evolution of the hierarchical networks between PubMed MeSH terms

机译:PubMed MeSH词之间的分层网络的时间演变

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摘要

Hierarchical organisation is a prevalent feature of many complex networks appearing in nature and society. A relating interesting, yet less studied question is how does a hierarchical network evolve over time? Here we take a data driven approach and examine the time evolution of the network between the Medical Subject Headings (MeSH) provided by the National Center for Biotechnology Information (NCBI, part of the U. S. National Library of Medicine). The network between the MeSH terms is organised into 16 different, yearly updated hierarchies such as “Anatomy”, “Diseases”, “Chemicals and Drugs”, etc. The natural representation of these hierarchies is given by directed acyclic graphs, composed of links pointing from nodes higher in the hierarchy towards nodes in lower levels. Due to the yearly updates, the structure of these networks is subject to constant evolution: new MeSH terms can appear, terms becoming obsolete can be deleted or be merged with other terms, and also already existing parts of the network may be rewired. We examine various statistical properties of the time evolution, with a special focus on the attachment and detachment mechanisms of the links, and find a few general features that are characteristic for all MeSH hierarchies. According to the results, the hierarchies investigated display an interesting interplay between non-uniform preference with respect to multiple different topological and hierarchical properties.
机译:等级组织是自然界和社会中出现的许多复杂网络的普遍特征。一个相关的有趣但尚未研究的问题是层次网络如何随着时间发展?在这里,我们采用一种数据驱动的方法,并研究了由国家生物技术信息中心(NCBI,美国国家医学图书馆的一部分)提供的医学主题词(MeSH)之间的网络时间演变。 MeSH术语之间的网络被组织为16个不同的,每年更新的层次结构,例如“解剖”,“疾病”,“化学和药物”等。这些层次结构的自然表示由有向无环图给出,该无环图由指向链接的链接组成从层次结构中较高的节点到较低级别的节点。由于每年更新,这些网络的结构会不断发展:可能会出现新的MeSH术语,过时的术语可以删除或与其他术语合并,并且网络的现有部分也可以重新连接。我们研究了时间演化的各种统计属性,特别关注链接的连接和分离机制,并找到了所有MeSH层次结构所特有的一些一般特征。根据结果​​,所研究的层次结构在关于多个不同拓扑和层次结构属性的非均匀偏好之间显示出有趣的相互作用。

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