用户名: 密码: 验证码:
The Impact of Discrimination on the Spread of Infectious Diseases in Complex Networks
详细信息    查看全文
  • 作者:Ye Wu (1)
    Mingjie Li (1)
    Jinghua Xiao (1)
    Mehmet A. Orgun (2)
    Liyin Xue (3)
  • 关键词:Asymptomatic Infectious Characteristics ; Opinion Dynamics ; Discrimination ; Epidemic Dynamics
  • 刊名:New Generation Computing
  • 出版年:2014
  • 出版时间:August 2014
  • 年:2014
  • 卷:32
  • 期:3-4
  • 页码:193-211
  • 全文大小:1,800 KB
  • 参考文献:1. Funk, S., Salathe, M. and Jansen, V. A. A., 鈥淢odeling the influence of human behavior on the spread of infectious diseases: a review,鈥? / Journal of the Royal Society Interface, 7, pp. 1247鈥?256, 2010.
    2. Kiss, I. Z., Cassell, J., and Recker, M., 鈥淭he impact of information transmission on epidemic outbreaks,鈥? / Mathematical Biosciences, 225, pp. 1鈥?0, 2009.
    3. Valle, S., Hethcote, H., and Hyman, J., 鈥淓ffects of behavioral changes in a smallpox attack model,鈥? / Mathematical Biosciences, 195, pp. 228鈥?51, 2005.
    4. Chen, F., 鈥淢odeling the effect of information quality on risk behavior change and the transmission of infectious diseases,鈥? / Mathematical Biosciences, 217, pp. 125鈥?33, 2009.
    5. Funk, S., Gilad, E., and Watkins, C., 鈥淭he spread of awareness and its impact on epidemic outbreaks,鈥? / Proc. of the National Academy of Sciences of the United States of America, 106, pp. 6872鈥?877, 2009.
    6. Funk, S., Gilad, E. and Jansen, V. A., 鈥淓ndemic disease, awareness, and local behavioral response,鈥? / Journal of Theoretical Biology, 264, pp. 501鈥?09, 2010.
    7. Epstein, J. M., Parker, J., and Cummings, D., 鈥淐oupled contagion dynamics of fear and disease: mathematical and computational explorations,鈥? / PLoS ONE, 3, p. e3955, 2008.
    8. Gross, T., D鈥橪ima, C. J. D. and Blasius, B., 鈥淓pidemic dynamics on an adaptive network,鈥? / Physical Review Letters, 96, p. 208701, 2006.
    9. Zanette, D. and Risau-Gusman, D., 鈥淚nfection spreading in a population with evolving contacts,鈥? / Journal of Biological Physics, 34, pp. 135鈥?48, 2008.
    10. Meloni, S., Perra, N., Arenas, A., G贸mez, S., Moreno, Y. and Vespignani, A., 鈥淢odeling human mobility responses to the large-scale spreading of infectious diseases,鈥? / Scientific Reports, 1, p. srep00062, 2011.
    11. Perra, N., Balcan, D., Gon莽alves, B. and Vespignani, A., 鈥淭owards a characterization of behavior-disease models,鈥? / PLoS ONE, 6, 8, p. e23084, 2011.
    12. Fu, F., Rosenbloom D. I., Wang, L. and Nowak, M. A., 鈥淚mitation dynamics of vaccination behaviour on social networks,鈥? / Proc. R. Soc. B, 278, pp. 42鈥?9, 2010.
    13. Cardillo, A., Reyes-Su谩rez, C., Naranjo, F. and G贸mez-Garde帽es, J., 鈥淭he evolutionary vaccination dilemma in complex networks,鈥? / Phys. Rev. E 88, p. 032803, 2013.
    14. Zhang, H. F., Zhang, J., Zhou, C. S. and Small, M., Wang, B. H., 鈥淗ub nodes inhibit the outbreak of epidemic under voluntary vaccination,鈥? / New Journal of Physics, 12, p. 02301, 2010.
    15. Zhang, H. F., Fu, F., Zhang, W. Y., Wang, B. H., 鈥淩ational behavior is a鈥檇ouble-edged sword鈥?when considering voluntary vaccination,鈥? / Physica A, 391, pp. 4807鈥?815, 2012.
    16. Zhang, H. F., Yang, Z. M., Wu, Z. X., Wang, B. H., Zhou, T. 鈥淏raess鈥檚 paradox in epidemic game: Better condition results in less payoff,鈥? / Scientific Reports, 3, p. 3292, 2013.
    17. Mawar, N., Sahay, S. and Pandit, A., 鈥淭he third phase of HIV pandemic: Social consequences of HIV/AIDS stigma & discrimination & future needs,鈥? / Ind. J. Med. Res, 122, pp. 471鈥?84, 2005.
    18. Genberg, B. L., Kawichai, S., and Chingono, A., 鈥淎ssessing HIV/AIDS stigma and discrimination in developing countries,鈥? / AIDS and Behavior, 12, 5, pp. 772鈥?80, 2008.
    19. Skinner, D. and Mfecane, S., 鈥淪tigma, discrimination and the implications for people living with HIV/AIDS in South Africa,鈥? / SARAHA. J., 1, pp. 157鈥?64, 2004.
    20. Shaw, L., Spears, W. and Billings, L., 鈥淓ffective vaccination policies,鈥? / Information Sciences, 180, pp. 3728鈥?744, 2010.
    21. Guo, D., Trajanovski, S., Bovenkamp, R., Wang, H., Mieghem, P., 鈥淓pidemic threshold and topological structure of susceptible-infectious-susceptible epidemics in adaptive networks,鈥? / Phys. Rev. E 88, p. 042802, 2013.
    22. Parshani, R., Carmi, S., and Havlin, S., 鈥淓pidemic threshold for the susceptible-infectious-susceptible model on random networks,鈥? / Phys. Rev. Lett., 104, p. 258701, 2010.
    23. Marceau, V., No毛l, P., H茅bert-Dufresne, L., Allard, A. and Dub茅, L. J., 鈥淢odeling the dynamical interaction between epidemics on overlay networks,鈥? / Phys. Rev. E, 84, p. 026105, 2011.
    24. Li, M., Orgun, M. A., Xiao, J., Zhong, W. and Xue, L., 鈥淭he impact of human activity patterns on asymptomatic infectious processes in complex networks,鈥? / Physica A: Statistical Mechanics and its Applications, 391, pp. 3718鈥?728, 2012.
    25. Latane, B., 鈥淭he psychology of social impact,鈥? / American psychologist, 36, 4, pp. 343鈥?56, 1981.
    26. Castellano, C., Fortunato, S. and Loreto, V., 鈥淪tatistical physics of social dynamics,鈥? / Reviews of Modern Physics, 81, pp. 591鈥?46, 2009.
    27. Bordogna, C. M. and Albano, E. V., 鈥淪tatistical methods applied to the study of opinion formation models: a brief overview and results of a numerical study of a model based on the social impact theory,鈥? / J. Phys. Condens. Matter, 19, p. 065144, 2007.
    28. Grabowski, A., 鈥淥pinion formation in a social network: The role of human activity,鈥? / Physica A: Statistical Mechanics and its Applications, 388, pp. 961鈥?66, 2009.
    29. Hu, H. and Wang, X., 鈥淒iscrete opinion dynamics on networks based on social influence,鈥? / Journal of Physics A: Mathematical and Theoretical, 42, p. 225005, 2009.
    30. Funk, S., Gilad, E., Watkins, C. and Jansen, V. A. A., 鈥淭he spread of awareness and its impact on epidemic outbreaks,鈥? / Proc. of the National Academy of Sciences, 106, pp. 6872鈥?877, 2008.
    31. Anderson R.M., May R.M.: Infectious Diseases of Humans. Oxford University Press, Oxford (1992)
    32. Boccaletti, S., Latora, V. and Moreno, Y., 鈥淐omplex networks: Structure and dynamics,鈥? / Physics Reports-Review Section of Physics Letters, 424, 4-5, pp. 175鈥?08, 2006.
    33. Wasserheit, J. N. and Aral, S. O., 鈥淭he dynamic topology of sexually transmitted disease epidemics: Implications for prevention strategies,鈥? / Journal of Infectious Diseases, 174, S201, 1996.
    34. Zhao, S., Xu, Z., and Lu, Y., 鈥淎 mathematical model of hepatitis B virus transmission and its application for vaccination strategy in China,鈥? / Int. J. Epidemiol., 29, 4, pp. 744鈥?52, 2000.
    35. UNAIDS, 鈥淩educing HIV Stigma and Discrimination: a critical part of national AIDS programmes,鈥? / Geneva: Joint United Nations Programme on HIV/AIDS, 2007.
  • 作者单位:Ye Wu (1)
    Mingjie Li (1)
    Jinghua Xiao (1)
    Mehmet A. Orgun (2)
    Liyin Xue (3)

    1. School of Science, Beijing University of Posts and Telecommunications, Beijing, 100876, China
    2. Department of Computing, Macquarie University, Sydney, NSW, 2109, Australia
    3. Corporate Analytics, Australian Taxation Office, Sydney, NSW, 2000, Australia
  • ISSN:1882-7055
文摘
This paper proposes a novel model combining an epidemic dynamics and an opinion dynamics to investigate the impact of epidemic-related opinion dynamics on the spreading of infectious diseases in complex networks. We assume that, the outcomes of opinion dynamics on the behavior of asymptomatically infected individuals who have known their infected state, could not only reduce their transmission probabilities, but also could increase their transmission probabilities. This assumption has rarely been considered for modeling the interactions among epidemic dynamics, opinion dynamics and the exchange of human behaviors. We find that when the epidemic-related opinion dynamics exist, a higher randomness of individuals will simultaneously lead to a higher prevalence of infectious diseases and a lower social discrimination perceived by infected individuals. Furthermore, if the positive external global impact exceeds a certain critical value, there is an abrupt disappearance of infection owing to the contribution of opinion dynamics. Based on our results, some suggestions are given to reduce the spreading of epidemic diseases.

© 2004-2018 中国地质图书馆版权所有 京ICP备05064691号 京公网安备11010802017129号

地址:北京市海淀区学院路29号 邮编:100083

电话:办公室:(+86 10)66554848;文献借阅、咨询服务、科技查新:66554700