平均闭合系数的中心极限定理

Mingao Yuan
{"title":"平均闭合系数的中心极限定理","authors":"Mingao Yuan","doi":"arxiv-2312.03142","DOIUrl":null,"url":null,"abstract":"Many real-world networks exhibit the phenomenon of edge clustering, which is\ntypically measured by the average clustering coefficient. Recently, an\nalternative measure, the average closure coefficient, is proposed to quantify\nlocal clustering. It is shown that the average closure coefficient possesses a\nnumber of useful properties and can capture complementary information missed by\nthe classical average clustering coefficient. In this paper, we study the\nasymptotic distribution of the average closure coefficient of a heterogeneous\nErd\\\"{o}s-R\\'{e}nyi random graph. We prove that the standardized average\nclosure coefficient converges in distribution to the standard normal\ndistribution. In the Erd\\\"{o}s-R\\'{e}nyi random graph, the variance of the\naverage closure coefficient exhibits the same phase transition phenomenon as\nthe average clustering coefficient.","PeriodicalId":501330,"journal":{"name":"arXiv - MATH - Statistics Theory","volume":"22 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Central limit theorem for the average closure coefficient\",\"authors\":\"Mingao Yuan\",\"doi\":\"arxiv-2312.03142\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Many real-world networks exhibit the phenomenon of edge clustering, which is\\ntypically measured by the average clustering coefficient. Recently, an\\nalternative measure, the average closure coefficient, is proposed to quantify\\nlocal clustering. It is shown that the average closure coefficient possesses a\\nnumber of useful properties and can capture complementary information missed by\\nthe classical average clustering coefficient. In this paper, we study the\\nasymptotic distribution of the average closure coefficient of a heterogeneous\\nErd\\\\\\\"{o}s-R\\\\'{e}nyi random graph. We prove that the standardized average\\nclosure coefficient converges in distribution to the standard normal\\ndistribution. In the Erd\\\\\\\"{o}s-R\\\\'{e}nyi random graph, the variance of the\\naverage closure coefficient exhibits the same phase transition phenomenon as\\nthe average clustering coefficient.\",\"PeriodicalId\":501330,\"journal\":{\"name\":\"arXiv - MATH - Statistics Theory\",\"volume\":\"22 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-12-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - MATH - Statistics Theory\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2312.03142\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - MATH - Statistics Theory","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2312.03142","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

现实世界中的许多网络都存在边缘聚类现象,这种现象通常用平均聚类系数来衡量。最近,有人提出了另一种量化局部聚类的方法--平均闭合系数。研究表明,平均闭合系数具有许多有用的特性,可以捕捉经典平均聚类系数所遗漏的补充信息。本文研究了异质随机图的平均闭合系数的渐近分布。我们证明了标准化平均闭合系数的分布收敛于标准正态分布。在 Erd\"{o}s-R\'{e}nyi 随机图中,平均闭合系数的方差表现出与平均聚类系数相同的相变现象。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Central limit theorem for the average closure coefficient
Many real-world networks exhibit the phenomenon of edge clustering, which is typically measured by the average clustering coefficient. Recently, an alternative measure, the average closure coefficient, is proposed to quantify local clustering. It is shown that the average closure coefficient possesses a number of useful properties and can capture complementary information missed by the classical average clustering coefficient. In this paper, we study the asymptotic distribution of the average closure coefficient of a heterogeneous Erd\"{o}s-R\'{e}nyi random graph. We prove that the standardized average closure coefficient converges in distribution to the standard normal distribution. In the Erd\"{o}s-R\'{e}nyi random graph, the variance of the average closure coefficient exhibits the same phase transition phenomenon as the average clustering coefficient.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Precision-based designs for sequential randomized experiments Strang Splitting for Parametric Inference in Second-order Stochastic Differential Equations Stability of a Generalized Debiased Lasso with Applications to Resampling-Based Variable Selection Tuning parameter selection in econometrics Limiting Behavior of Maxima under Dependence
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1