| 199 | 7 | 192 |
| 下载次数 | 被引频次 | 阅读次数 |
现有的免疫策略大多没有考虑网络特征或没有考虑节点的异构性,所以社交网络中需要有一个符合网络结构的谣言免疫策略来抑制谣言传播。提出了有向重叠社区下考虑兴趣度的谣言免疫策略。首先,提出了考虑社区兴趣度的有向重叠社区模型,加入兴趣度用于确定免疫节点所在的社区;其次,采用富节点与特殊富节点的方式选择免疫节点;最后,利用以上两个方法实现考虑兴趣度的谣言免疫策略。仿真实验结果表明,此谣言免疫策略更适合社交网络,且能够有效抑制谣言的传播。
Abstract:The network or the heterogeneity of nodes was not considered in most of the immunization strategies.Social network should have a rumor immunization strategy to inhibit rumors. To solve the above problems, a rumor immunization strategy considering interest degree under directed overlapping communities was proposed. Firstly, the directed overlapping communities model with community interest degree was proposed. Interest degree was added to the community to determine the community where the immune node was located. Secondly, the rich node and special rich node were used to select the immune node. Finally, the above two methods were used to implement a rumor immunization strategy considering community interest degree. The simulation results showed that the rumor immunization strategy was more suitable for social networks, and could effectively inhibit spreading rumors.
[1] 罗靖宇,唐宁九.基于边划分理论的谣言传播模型[J].计算机应用,2019,39(11):3409-3414.LUO J Y,TANG N J.Rumor propagation model based on edge-based compartmental theory[J].Journal of computer applications,2019,39(11):3409-3414.
[2] 瞿倩倩,韩华,吕亚楠,等.基于社交网络结构特征的S2IR谣言传播模型[J].复杂系统与复杂性科学,2019,16(3):48-59.QU Q Q,HAN H,Lü Y N,et al.S2IR rumor dissemination model based on structural characteristics of social networks[J].Complex systems and complexity science,2019,16(3):48-59.
[3] 王晶囡,逯兰芬,高旭,等.SIR无标度网络模型稳定性及免疫控制策略[J].哈尔滨理工大学学报,2018,23(2):144-148.WANG J N,LU L F,GAO X,et al.Stability and immune control strategy of SIR scale-free network model[J].Journal of Harbin university of science and technology,2018,23(2):144-148.
[4] 张乐延,高树鹏,张自力,等.基于活跃度的网络免疫策略[J].重庆大学学报,2018,41(7):67-72.ZHANG L Y,GAO S P,ZHANG Z L,et al.Network immunization based on the node activities[J].Journal of Chongqing university,2018,41(7):67-72.
[5] 刁劼庭,傅秀芬.微博谣言免疫策略的研究[J].计算机工程,2017,43(5):294-298.DIAO J T,FU X F.Research on microblog rumor immunization strategy[J].Computer engineering,2017,43(5):294-298.
[6] 万贻平,张东戈,任清辉.考虑谣言清除过程的网络谣言传播与抑制[J].物理学报,2015,64(24):73-83.WAN Y P,ZHANG D G,REN Q H.Propagation and inhibition of online rumor with considering rumor elimination process[J].Acta physica sinica,2015,64(24):73-83.
[7] 胡如北,蒋国平,宋波.加权网络中改进的熟人免疫策略研究[J].计算机工程,2016,42(8):91-95,100.HU R B,JIANG G P,SONG B.Research on improved acquaintance immunization strategy in weighted network[J].Computer engineering,2016,42(8):91-95,100.
[8] HêBERT-DUFRESNE L,ALLARD A,YOUNG J,et al.Global efficiency of local immunization on complex networks[J].Scientific reports,2013,3:2171.
[9] GUPTA N,SINGH A,CHERIFI H.Centrality measures for networks with community structure[J].Physica A:statistical mechanics and its applications,2016,452:46-59.
[10] SALATHé,MARCEL,JONES J H,et al.Dynamics and control of disease in networks with community structure [J].PLoS computational biology,2010,6(4):e1000736.
[11] TAGHAVIAN F,SALEHI M,TEIMOURI M.A local immunization strategy for networks with overlapping community structure[J].Physica A:statistical mechanics and its applications,2017,467:148-156.
[12] GONG K,TANG M,HUI P M,et al.An efficient immunization strategy for community networks[J].PLoS ONE,2013,8(12):e83489.
基本信息:
DOI:10.13705/j.issn.1671-6841.2020068
中图分类号:O157.5
引用信息:
[1]闫涵,康海燕.有向重叠社区下考虑兴趣度的谣言免疫策略研究[J],2020,52(04):82-88+95.DOI:10.13705/j.issn.1671-6841.2020068.
基金信息:
教育部人文社科项目(20YJAZH046);; 国家自然科学基金项目(61370139);; 北京信息科技大学科研水平提高项目(5211910933)