期刊文献+

HIV传播的动态混合无标度网络生成算法

Dynamic Mixed Scale-free Network Generation Algorithm of HIV Transmission
下载PDF
导出
摘要 研究人类免疫缺陷病毒(HIV)的传播机理,提出一种HIV传播中基于配置模型的动态混合无标度网络生成算法。根据HIV在男性和男性、男性和女性之间的传播规律分别构造同性和异性无标度网络,将其放在同一系统中形成混合传播网络,并添加网络的动态变化特性,以反映真实社会网络的演化过程。基于配置模型的复杂网络生成算法可快速、灵活和鲁棒地生成给定网络尺寸和幂律度分布指数的复杂网络,而且网络中的边可断开和重连,弥补了经典BA模型的不足。仿真结果表明,该算法能正确、有效地反映HIV混合传播网络的特性。 This paper researches on Hybrid Human Immunodeficiency Virus(HIV) transmission mechanism,and proposes a dynamic mixed scale-free network generation algorithm based on the configuration model for investigating HIV transmission.It takes homosexual transmission network and heterosexual transmission network into the same system according to transmission law between man and man,man and woman,and forms a homosexual and heterosexual mixed-propagation network.In order to reflect the real social network evolution process,this algorithm adds the dynamic nature of network.The configuration model is presented to support scale-free rapid flexible and robust generations of dynamic mixed scale-free networks with given size and power law degree distributions.The dynamics of network is supported through network links dissolution and reformation.This configuration model avoids the shortcomings of the classic BA model.Simulation results show that the algorithm can correctly and effectively reflect the characteristics of the mixed-propagation network.
出处 《计算机工程》 CAS CSCD 2013年第8期20-26,共7页 Computer Engineering
基金 国家自然科学基金资助项目(61064010) 云南省自然科学基金资助项目(2009CD028) 昆明理工大学科学研究基金资助项目(201001)
关键词 异性网络 同性网络 混合网络 动态特性 无标度 heterosexual network homosexual network mixed network dynamic feature scale-free
  • 相关文献

参考文献9

  • 1Liljeros F,Edling C R,Amaral L A,et al.The Web of HumanSexual Contacts[J].Nature,2001,411(6840):907-908.
  • 2Schneeberger A,Mercer C H,Gregson S A J,et al.Scale-freeNetworks and Sexually Transmitted Diseases——A Descrip-tion of Observed Patterns of Sexual Contacts in Britain andZimbabwe[J].Sexually Transmitted Diseases,2004,31(6):380-387.
  • 3Liljeros F,Edling C R,Amaral L A N.Sexual Networks:Implications for the Transmission of Sexually TransmittedInfections[J].Microbes Infect,2003,5(2):186-196.
  • 4Liljeros F,Edling C R,Stanley H E,et al.Distributions ofNumber of Sexual Partnerships Have Power Law DecayingTails and Finite Variance[EB/OL].(2003-05-22).http://arxiv.org/abs/cond-mat/0305528.
  • 5韩丽涛,阮玉华,尹潞,周义仓,马知恩,邵一鸣.西昌市静脉吸毒人群HIV发病率分析[J].中国公共卫生,2006,22(12):1484-1485. 被引量:6
  • 6Barabási A L,Albert R.Emergence of Scaling in RandomNetworks[J].Science,1999,286(5439):509-519.
  • 7Bender E,Canfield E.The Asymptotic Number of LabeledGraphs with Given Degree Sequences[J].Journal of Combina-torial Theory,Series A,1978,24(3):296-307.
  • 8Molloy M,Reed B.A Critical Point for Random Graphs with aGiven Degree Sequence[J].Random Structures&Algorithms,1995,6(2/3):161-179.
  • 9李玮,毕贵红,张寿明.基于Agent动态小世界网络的HIV同性传播仿真研究[J].系统仿真学报,2012,24(1):216-222. 被引量:10

二级参考文献26

  • 1韩丽涛,阮玉华,周义仓,马知恩,邵一鸣.西昌市静脉吸毒人群HIV/AIDS流行趋势分析[J].中国艾滋病性病,2004,10(4):257-259. 被引量:16
  • 2张莉,阮玉华,姜正清,杨正宁,刘石柱,周枫,何益新,尹潞,秦光明,邵一鸣.四川省凉山彝族自治州静脉吸毒人群死亡率及死因的前瞻性队列研究[J].中华流行病学杂志,2005,26(3):190-193. 被引量:9
  • 3曹晓蕴,姜正清,阮玉华,梁姝,秦光明,杨烨,徐佳,宋本莉,胡薇,陈康林,刘清芳,李新旭,汪宁,邵一鸣.吸毒严重地区暗娼性病感染及其危险因素研究[J].中国艾滋病性病,2006,12(2):148-150. 被引量:12
  • 4Kretzschmar M, Morris M. Measures of Concurrency in Networks and the Spread of Infectious Disease [J]. Mathematical Biosciences (S0025-5564), 1996, 133(2): 165-195.
  • 5Teweldemedhin Eyob, Tshilidzi Marwala, Conrad Mueller. Agent- Based Modelling: A case study in HIV Epidemic [C]// IEEE Proceedings of the 4th International Conference on Hybrid Intelligent Systems, 2004. USA: IEEE, 2004: 154-159.
  • 6Dye C, Gay N. Epidemiology: Modeling the SARS epidemic [J]. Science (S0036-8075), 2003, 300(5627): 1884-1885.
  • 7Yang Huijie, Zhao Fangcui, Li Zhongnan, et al. Modeling SARS Spreading on Complex Networks [J]. International journal of Modem Pysics B (S0217-9792), 2004, 18(17): 2734-2739.
  • 8Bai Wen-jie, Zhou Tao, Wang Bing-hong. Interplay between HIV/AIDS Epidemics and Demographic Structures Based on Sexual Contact Networks [J]. International Journal of Modem Physics C (S0129-1831), 2007, 18(6): 1025-1045.
  • 9Sloot P, Ivanov S. Stochastic simulation of HIV population dynamics through complex network modeling [J]. International Journal of Computer Mathematics (S0020-7160), 2007, 85(8): 1175-1187.
  • 10Lynne Hamill, Nigel Gilbert. Social Circles: A Simple Structure for Agent-Based Social Network Models [J/OL]. Journal of Artificial Societies and Social Simulation (S1460-7425), 2009, 12(23): 3. <http://jasss.soc.surrey.ac.uk/12/2/3.html>.

共引文献14

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部