Dynamics of information access on the web

被引:158
作者
Dezso, Z. [1 ]
Almaas, E.
Lukacs, A.
Racz, B.
Szakadat, I.
Barabasi, A. -L.
机构
[1] Univ Notre Dame, Ctr Complex Network Res, Notre Dame, IN 46556 USA
[2] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA
[3] Lawrence Livermore Natl Lab, Biosci Directorate, Microbial Syst Div, Livermore, CA 94551 USA
[4] Hungarian Acad Sci, MTA, SZTAKI, Comp & Automat Res Inst, Budapest, Hungary
[5] Axelero Internet Provider Inc, H-1364 Budapest, Hungary
[6] Harvard Univ, Dana Farber Canc Inst, Ctr Canc Syst Biol, Boston, MA 02115 USA
基金
美国国家科学基金会;
关键词
D O I
10.1103/PhysRevE.73.066132
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
While current studies on complex networks focus on systems that change relatively slowly in time, the structure of the most visited regions of the web is altered at the time scale from hours to days. Here we investigate the dynamics of visitation of a major news portal, representing the prototype for such a rapidly evolving network. The nodes of the network can be classified into stable nodes, which form the time-independent skeleton of the portal, and news documents. The visitations of the two node classes are markedly different, the skeleton acquiring visits at a constant rate, while a news document's visitation peaks after a few hours. We find that the visitation pattern of a news document decays as a power law, in contrast with the exponential prediction provided by simple models of site visitation. This is rooted in the inhomogeneous nature of the browsing pattern characterizing individual users: the time interval between consecutive visits by the same user to the site follows a power-law distribution, in contrast to the exponential expected for Poisson processes. We show that the exponent characterizing the individual user's browsing patterns determines the power-law decay in a document's visitation. Finally, our results document the fleeting quality of news and events: while fifteen minutes of fame is still an exaggeration in the online media, we find that access to most news items significantly decays after 36 hours of posting.
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页数:6
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共 55 条
  • [1] ABE S, CONDMAT0410123
  • [2] Statistical mechanics of complex networks
    Albert, R
    Barabási, AL
    [J]. REVIEWS OF MODERN PHYSICS, 2002, 74 (01) : 47 - 97
  • [3] Internet -: Diameter of the World-Wide Web
    Albert, R
    Jeong, H
    Barabási, AL
    [J]. NATURE, 1999, 401 (6749) : 130 - 131
  • [4] Global organization of metabolic fluxes in the bacterium Escherichia coli
    Almaas, E
    Kovács, B
    Vicsek, T
    Oltvai, ZN
    Barabási, AL
    [J]. NATURE, 2004, 427 (6977) : 839 - 843
  • [5] Scaling properties of random walks on small-world networks
    Almaas, E
    Kulkarni, RV
    Stroud, D
    [J]. PHYSICAL REVIEW E, 2003, 68 (05)
  • [6] Anderson HR, 2003, FIXED BROADBAND WIRE
  • [7] The origin of bursts and heavy tails in human dynamics
    Barabási, AL
    [J]. NATURE, 2005, 435 (7039) : 207 - 211
  • [8] Network biology:: Understanding the cell's functional organization
    Barabási, AL
    Oltvai, ZN
    [J]. NATURE REVIEWS GENETICS, 2004, 5 (02) : 101 - U15
  • [9] Emergence of scaling in random networks
    Barabási, AL
    Albert, R
    [J]. SCIENCE, 1999, 286 (5439) : 509 - 512
  • [10] The architecture of complex weighted networks
    Barrat, A
    Barthélemy, M
    Pastor-Satorras, R
    Vespignani, A
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (11) : 3747 - 3752