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    AuthorTitleYearJournal/ProceedingsReftypeDOI/URL
    Kitsak, M., Gallos, L.K., Havlin, S., Liljeros, F., Muchnik, L., Stanley, H.E. & Makse, H.A. Identifying influential spreaders in complex networks

    [Abstract] [BibTeX]

    		 2010   misc URL 
    Abstract: Networks portray a multitude of interactions through which people meet, ideas
    e spread, and infectious diseases propagate within a society. Identifying the
    st efficient "spreaders" in a network is an important step to optimize the
    e of available resources and ensure the more efficient spread of information.
    re we show that, in contrast to common belief, the most influential spreaders
    a social network do not correspond to the best connected people or to the
    st central people (high betweenness centrality). Instead, we find: (i) The
    st efficient spreaders are those located within the core of the network as
    entified by the k-shell decomposition analysis. (ii) When multiple spreaders
    e considered simultaneously, the distance between them becomes the crucial
    rameter that determines the extend of the spreading. Furthermore, we find
    at-- in the case of infections that do not confer immunity on recovered
    dividuals-- the infection persists in the high k-shell layers of the network
    der conditions where hubs may not be able to preserve the infection. Our
    alysis provides a plausible route for an optimal design of efficient
    ssemination strategies.
    BibTeX: 
    @misc{Kitsak2010,
  author = {Kitsak, Maksim and Gallos, Lazaros K. and Havlin, Shlomo and Liljeros, Fredrik and Muchnik, Lev and Stanley, H. Eugene and Makse, Hernan A.},
  title = {Identifying influential spreaders in complex networks},
  year = {2010},
  note = {cite arxiv:1001.5285

    mment: 31 pages, 12 figures},
  url = {http://arxiv.org/abs/1001.5285}
}
    Chen, Y., Paul, G., Havlin, S., Liljeros, F. & Stanley, H.E. Finding a Better Immunization Strategy

    [BibTeX]

    		 2008 Physical Review Letters
    Vol. 101(5), pp. 058701     		 article DOI URL 
    BibTeX: 
    @article{chen:058701,
  author = {Chen, Yiping and Paul, Gerald and Havlin, Shlomo and Liljeros, Fredrik and Stanley, H. Eugene},
  title = {Finding a Better Immunization Strategy},
  journal = {Physical Review Letters},
  publisher = {APS},
  year = {2008},
  volume = {101},
  number = {5},
  pages = {058701},
  url = {http://link.aps.org/abstract/PRL/v101/e058701},
  doi = {http://dx.doi.org/10.1103/PhysRevLett.101.058701}
}

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