Identify Connected Positive Influence Dominating Set in Social Networks Using Two-Hop Coverage

被引:7
作者
Du, Hongwei [1 ]
Yuan, Caiwei [1 ]
Yuan, He [1 ]
Wei, Shanshan [1 ]
Xu, Wen [2 ]
机构
[1] Harbin Inst Technol Shenzhen, Dept Comp Sci & Technol, Shenzhen 518055, Peoples R China
[2] Texas Womans Univ, Dept Math & Comp Sci, Denton, TX 76204 USA
基金
中国国家自然科学基金;
关键词
Approximation algorithms; Greedy algorithms; Time complexity; Simulation; Facebook; Wireless sensor networks; Dominating set (DS); influence diffusion; social network; INFLUENCE MAXIMIZATION; APPROXIMATION; COMMUNITY;
D O I
10.1109/TCSS.2019.2937396
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Online social networks (OSNs) have become effective platforms for influence diffusion. Finding a positive influence dominating set (PIDS) in OSNs can be used to help mitigate social problems such as adolescent drinking and smoking. A set is positive influence dominating if each node in the network is either in the set or has half neighbors in the set. In this article, we propose an efficient greedy algorithm to identify connected PIDS (CPIDS) in large-scale social networks, which utilize two hop coverage information of nodes in the network. Our simulation results show that the proposed approach outperforms existing algorithms in real-world large-scale networks in terms of time cost. Our approach can be potentially used in designing efficient influence diffusion algorithms in OSNs.
引用
收藏
页码:956 / 967
页数:12
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