We view web forums as virtual living organisms feeding on user's clicks and investigate how they grow at the expense of clickstreams. We find that PV t (the number of page views in a given time period) and UV t (the number of unique visitors in the time period) of the studied forums satisfy the law of the allometric growth, i.e., PVt∼ UVtθ. We construct clickstream networks and explain the observed temporal dynamics of networks by the interactions between nodes. We describe the transportation of clickstreams using the function D i∼Tiγ, in which Ti is the total amount of clickstreams passing through node i and Di is the amount of the clickstreams dissipated from i to the environment. It turns out that γ, an indicator for the efficiency of network dissipation, not only negatively correlates with θ, but also sets the bounds for θ. In particular, 1/γ>θ when 0 1. Our findings have practical consequences. For example, θ can be used as a measure of the "stickiness" of forums, which quantifies the stable ability of forums to remain users "lock-in" on the forum. Meanwhile, the correlation between γ and θ provides a method to predict the long-term "stickiness" of forums from the clickstream data in a short time period. Finally, we discuss a random walk model that replicates both of the allometric growth PVt∼UV tθ and the dissipation function D i∼Tiγ. © 2014 Wu et al.
CITATION STYLE
Wu, L., Zhang, J., & Zhao, M. (2014). The metabolism and growth of web forums. PLoS ONE, 9(8). https://doi.org/10.1371/journal.pone.0102646
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