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DHC定理在有向含权网络上的推广及应用

范天龙 朱燕燕 吴蕾蕾 任晓龙 吕琳媛

电子科技大学学报2017,Vol.46Issue(5):766-776,11.
电子科技大学学报2017,Vol.46Issue(5):766-776,11.DOI:10.3969/j.issn.1001-0548.2017.05.020

DHC定理在有向含权网络上的推广及应用

Generalization and Application of DHC Theorem on Directed and Weighted Networks

范天龙 1朱燕燕 1吴蕾蕾 1任晓龙 2吕琳媛1

作者信息

  • 1. 杭州师范大学阿里巴巴复杂科学研究中心 杭州 311121
  • 2. 苏黎世联邦理工学院计算社会学 瑞士 苏黎世 CH-8092
  • 折叠

摘要

Abstract

Identifying influential nodes is a hotspot issue in the research area of network science, and is of great significance in both theory and application. In recent studies, the H-index which was used to estimate the scientific impact of scientists was applied to identify influential nodes on complex networks. A fundamental relation, called the DHC theorem, was found among node degree, H-index, and coreness. In this paper, we extend the DHC theorem to directed and weighted networks, and proof that the DHC theorem is also valid. Then on this basis, this paper compares the ranking accuracy and resolution of the centralities in real weighted networks, and explores the role of weight ranking accuracy. Finally, by using the directed and weighted DHC theorem, the paper deeply analyzes the China Microblog retweet network between cities, assesses the online media influence of Chinese cities, and summarizes the information propagation patterns between users in different cities.

关键词

复杂网络/DHC定理/有向含权H指数/节点排序/微博

Key words

complex networks/DHC theorem/directed and weighted H-index/ranking nodes/Weibo

分类

信息技术与安全科学

引用本文复制引用

范天龙,朱燕燕,吴蕾蕾,任晓龙,吕琳媛..DHC定理在有向含权网络上的推广及应用[J].电子科技大学学报,2017,46(5):766-776,11.

基金项目

国家自然科学基金(11622538, 61673150) (11622538, 61673150)

浙江省自然科学基金(LR16A050001). (LR16A050001)

电子科技大学学报

OA北大核心CSCDCSTPCD

1001-0548

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