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Multi-index Evaluation Algorithm Based on Locally Linear Embedding for the Node importance in Complex Networks

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成果类型:
会议论文
作者:
Hu, Fang;Liu, Yuhua*;Jin, Jianzhi
通讯作者:
Liu, Yuhua
作者机构:
[Hu, Fang; Liu, Yuhua; Jin, Jianzhi] Cent China Normal Univ, Dept Comp Sci, Wuhan 430079, Peoples R China.
[Hu, Fang] Hubei Univ Chinese Med, Inst Informat Engn, Wuhan 430065, Peoples R China.
通讯机构:
[Liu, Yuhua] C
Cent China Normal Univ, Dept Comp Sci, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Complex Network;Node importance;Multi-index evaluation;Locally Linear Embedding
期刊:
PROCEEDINGS OF THIRTEENTH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS TO BUSINESS, ENGINEERING AND SCIENCE, (DCABES 2014)
ISSN:
2379-3724
年:
2014
页码:
146-150
会议名称:
13th International Symposium on Distributed Computing and Applications to Business, Engineering and Science (DCABES)
会议论文集名称:
International Symposium on Distributed Computing and Applications to Business Engineering & Science
会议时间:
NOV 24-27, 2014
会议地点:
Xian Ning, PEOPLES R CHINA
会议主办单位:
[Hu, Fang;Liu, Yuhua;Jin, Jianzhi] Cent China Normal Univ, Dept Comp Sci, Wuhan 430079, Peoples R China.^[Hu, Fang] Hubei Univ Chinese Med, Inst Informat Engn, Wuhan 430065, Peoples R China.
会议赞助商:
Univ Greenwich, Univ Wyoming, YouZone, Huazhong Univ, Wuhan Univ, Inst Intelligent Comp Commun & Control, Wuhan Univ Technol
主编:
Douglas, C Yucheng, G
出版地:
345 E 47TH ST, NEW YORK, NY 10017 USA
出版者:
IEEE
ISBN:
978-1-4799-4169-8
机构署名:
本校为第一且通讯机构
院系归属:
计算机学院
摘要:
Evaluation of node importance in complex network is significant, so it is important to seek and protect important node, which is ensure the security and stability of the entire network. At present, most algorithms of important node evaluation are according to the single-index, which can't reflect the whole condition of complex network. In this paper, synthesizing multi-index factors of node importance, including degree centrality, betweenness centrality, closeness centrality, eigenvector centrality, mutual-information, etc., a new multi-index evaluation algorithm based on Locally Linear Embedd...

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