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Erschienen in: The Journal of Supercomputing 3/2020

12.10.2019

A two-layer SIR information propagation model with heterogeneity based on coupled network

verfasst von: Tongrang Fan, Wanting Qin, Wenbin Zhao, Feng Wu, Jianmin Wang

Erschienen in: The Journal of Supercomputing | Ausgabe 3/2020

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Abstract

The spreading of information in network is different from epidemics in the population; meanwhile, the node is heterogeneous, and the structure is going in the direction of double or even multi-layer. It is of great practical significance to study the anti-risk capability of coupled network. Based on the subjective heterogeneity and memory effect heterogeneity, a two-layer SIR information propagation model is constructed and an important node selection method for the coupled network based on technique for order preference by similarity to an ideal solution (TOPSIS) is proposed. The effectiveness of the constructed model and the proposed method is verified by simulation experiment which selects the important nodes as the immune nodes of TOPSIS immunization strategy and adopts random immunization strategy, partial nodes immune layer strategy and TOPSIS immunization strategy on BA_BA, WS_WS and BA_WS coupled network. The experimental results show that subjective heterogeneity can hinder the dissemination of information, while the memory effect heterogeneity can facilitate the dissemination of information. In addition, different immune strategies have different effects on different coupled networks, for example, the TOPSIS immune strategy has the best effect in BA_BA network.

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Literatur
1.
Zurück zum Zitat Lao S, Wang J, Bai L (2016) Review of the interdependent networks. J Natl Univ Def Technol 1:122–128 Lao S, Wang J, Bai L (2016) Review of the interdependent networks. J Natl Univ Def Technol 1:122–128
2.
Zurück zum Zitat Zhang X (2015) Multilayer networks science: concepts, theories and data. Complex Syst Complex Sci 12(02):103–107 Zhang X (2015) Multilayer networks science: concepts, theories and data. Complex Syst Complex Sci 12(02):103–107
3.
Zurück zum Zitat Liu Z, Zhao S, Chen J, Zhang Y, Chen X (2017) A novel immune strategy based on node importance. J Nanjing Univ (Natural Sciences) 53(02):350–356 Liu Z, Zhao S, Chen J, Zhang Y, Chen X (2017) A novel immune strategy based on node importance. J Nanjing Univ (Natural Sciences) 53(02):350–356
4.
Zurück zum Zitat Buldyrev SV, Havlin S, Parshani R et al (2010) Catastrophic cascade of failures in interdependent networks. Nature 464(7291):1025CrossRef Buldyrev SV, Havlin S, Parshani R et al (2010) Catastrophic cascade of failures in interdependent networks. Nature 464(7291):1025CrossRef
5.
Zurück zum Zitat Zhao D, Wang L, Li S et al (2014) Immunization of epidemics in multiplex networks. PLoS ONE 9(11):e112018–e112018CrossRef Zhao D, Wang L, Li S et al (2014) Immunization of epidemics in multiplex networks. PLoS ONE 9(11):e112018–e112018CrossRef
6.
Zurück zum Zitat Dickison M, Havlin S, Stanley HE (2012) Epidemics on interconnected networks. Phys Rev E Stat Phys Plasmas Fluids Relat Interdiscip Top 85(2):1380–1404 Dickison M, Havlin S, Stanley HE (2012) Epidemics on interconnected networks. Phys Rev E Stat Phys Plasmas Fluids Relat Interdiscip Top 85(2):1380–1404
7.
Zurück zum Zitat Zhang Y, Xu J (2015) A rumor spreading model considering the cumulative effects of memory. Discrete Dyn Nat Soc 2015:1–11MathSciNetMATH Zhang Y, Xu J (2015) A rumor spreading model considering the cumulative effects of memory. Discrete Dyn Nat Soc 2015:1–11MathSciNetMATH
8.
Zurück zum Zitat Du Y, Gao C, Hu Y et al (2014) A new method of identifying influential nodes in complex networks based on TOPSIS. Phys A: Stat Mech Appl 399:57–69CrossRef Du Y, Gao C, Hu Y et al (2014) A new method of identifying influential nodes in complex networks based on TOPSIS. Phys A: Stat Mech Appl 399:57–69CrossRef
9.
Zurück zum Zitat Qin L, Yang Z-L, Huang S-G (2015) Synthesis evaluation method for node importance in complex networks. Comput Sci 42(2):60–64 Qin L, Yang Z-L, Huang S-G (2015) Synthesis evaluation method for node importance in complex networks. Comput Sci 42(2):60–64
10.
Zurück zum Zitat Han H, Yang R, Wang Z (2017) Risk propagation model of two-layer coupled networks under protection strategy. Syst Eng Electron 39(6):1298–1303 Han H, Yang R, Wang Z (2017) Risk propagation model of two-layer coupled networks under protection strategy. Syst Eng Electron 39(6):1298–1303
11.
Zurück zum Zitat Wang J, Shi L, Wang Z (2018) Research on node importance ranking of multilayer network. Appl Res Comput 35(06):1742–1746 Wang J, Shi L, Wang Z (2018) Research on node importance ranking of multilayer network. Appl Res Comput 35(06):1742–1746
12.
Zurück zum Zitat Wang G (2019) Small objects detection based on multi-scale feature fusion. Acta Microscopica 28(1):76–81 Wang G (2019) Small objects detection based on multi-scale feature fusion. Acta Microscopica 28(1):76–81
13.
Zurück zum Zitat Du W, Li Y-Z, An X, Ma C-X (2016) A new class of two layers public traffic coupled network model. J Transp Syst Eng Inf Technol 16(4):131–138 Du W, Li Y-Z, An X, Ma C-X (2016) A new class of two layers public traffic coupled network model. J Transp Syst Eng Inf Technol 16(4):131–138
14.
Zurück zum Zitat Yang LS, Junde W, Liang B (2016) Review of interdependent networks. J Natl Univ Def Technol 1:122–128 Yang LS, Junde W, Liang B (2016) Review of interdependent networks. J Natl Univ Def Technol 1:122–128
15.
Zurück zum Zitat Qin W, Fan T (2017) Modeling and analysis of information propagation model of online/offline network based on coupled network. In: Proceedings of Conference on Chinese Conference on Trusted Computing and Information Security, pp 16–25 Qin W, Fan T (2017) Modeling and analysis of information propagation model of online/offline network based on coupled network. In: Proceedings of Conference on Chinese Conference on Trusted Computing and Information Security, pp 16–25
16.
Zurück zum Zitat Zeng J, Yang J, Chen Q (2016) Behavior of individual differences in human knowledge creation in the open source software community. Math Pract Theory 46(13):1–14MathSciNet Zeng J, Yang J, Chen Q (2016) Behavior of individual differences in human knowledge creation in the open source software community. Math Pract Theory 46(13):1–14MathSciNet
17.
Zurück zum Zitat Zhu ZQ, Liu CJ, Wu JL et al (2014) The influence of human heterogeneity to information spreading. J Stat Phys 154(6):1569–1577CrossRef Zhu ZQ, Liu CJ, Wu JL et al (2014) The influence of human heterogeneity to information spreading. J Stat Phys 154(6):1569–1577CrossRef
18.
Zurück zum Zitat Zhang Z, Fan T (2014) Methods with immunization strategies popularity and node heterogeneity. J Hebei Acad Sci 31(02):90–93 Zhang Z, Fan T (2014) Methods with immunization strategies popularity and node heterogeneity. J Hebei Acad Sci 31(02):90–93
19.
Zurück zum Zitat Zhao W, Fan T, Nie Y, Wu F, Wen H (2018) Research on attribute dimension partition based on SVM classifying and MapReduce. Wirel Pers Commun 102(4):2759–2774CrossRef Zhao W, Fan T, Nie Y, Wu F, Wen H (2018) Research on attribute dimension partition based on SVM classifying and MapReduce. Wirel Pers Commun 102(4):2759–2774CrossRef
21.
Zurück zum Zitat Saaty TL (2008) Decision making with the analytic hierarchy process. Int J Serv Sci 1(1):83–98 Saaty TL (2008) Decision making with the analytic hierarchy process. Int J Serv Sci 1(1):83–98
Metadaten
Titel
A two-layer SIR information propagation model with heterogeneity based on coupled network
verfasst von
Tongrang Fan
Wanting Qin
Wenbin Zhao
Feng Wu
Jianmin Wang
Publikationsdatum
12.10.2019
Verlag
Springer US
Erschienen in
The Journal of Supercomputing / Ausgabe 3/2020
Print ISSN: 0920-8542
Elektronische ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-019-03020-3

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