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The Metabolism and Growth of Web Forums
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 [Image: see text] (the number of page views in a given time period) and [Image: see text] (the number of unique visitors in the time period) of the...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4130495/ https://www.ncbi.nlm.nih.gov/pubmed/25115897 http://dx.doi.org/10.1371/journal.pone.0102646 |
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author | Wu, Lingfei Zhang, Jiang Zhao, Min |
author_facet | Wu, Lingfei Zhang, Jiang Zhao, Min |
author_sort | Wu, Lingfei |
collection | PubMed |
description | 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 [Image: see text] (the number of page views in a given time period) and [Image: see text] (the number of unique visitors in the time period) of the studied forums satisfy the law of the allometric growth, i.e., [Image: see text]. 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 [Image: see text], in which [Image: see text] is the total amount of clickstreams passing through node [Image: see text] and [Image: see text] is the amount of the clickstreams dissipated from [Image: see text] to the environment. It turns out that [Image: see text], an indicator for the efficiency of network dissipation, not only negatively correlates with [Image: see text], but also sets the bounds for [Image: see text]. In particular, [Image: see text] when [Image: see text] and [Image: see text] when [Image: see text]. Our findings have practical consequences. For example, [Image: see text] 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 [Image: see text] and [Image: see text] 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 [Image: see text] and the dissipation function [Image: see text]. |
format | Online Article Text |
id | pubmed-4130495 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-41304952014-08-14 The Metabolism and Growth of Web Forums Wu, Lingfei Zhang, Jiang Zhao, Min PLoS One Research Article 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 [Image: see text] (the number of page views in a given time period) and [Image: see text] (the number of unique visitors in the time period) of the studied forums satisfy the law of the allometric growth, i.e., [Image: see text]. 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 [Image: see text], in which [Image: see text] is the total amount of clickstreams passing through node [Image: see text] and [Image: see text] is the amount of the clickstreams dissipated from [Image: see text] to the environment. It turns out that [Image: see text], an indicator for the efficiency of network dissipation, not only negatively correlates with [Image: see text], but also sets the bounds for [Image: see text]. In particular, [Image: see text] when [Image: see text] and [Image: see text] when [Image: see text]. Our findings have practical consequences. For example, [Image: see text] 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 [Image: see text] and [Image: see text] 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 [Image: see text] and the dissipation function [Image: see text]. Public Library of Science 2014-08-12 /pmc/articles/PMC4130495/ /pubmed/25115897 http://dx.doi.org/10.1371/journal.pone.0102646 Text en © 2014 Wu et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Wu, Lingfei Zhang, Jiang Zhao, Min The Metabolism and Growth of Web Forums |
title | The Metabolism and Growth of Web Forums |
title_full | The Metabolism and Growth of Web Forums |
title_fullStr | The Metabolism and Growth of Web Forums |
title_full_unstemmed | The Metabolism and Growth of Web Forums |
title_short | The Metabolism and Growth of Web Forums |
title_sort | metabolism and growth of web forums |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4130495/ https://www.ncbi.nlm.nih.gov/pubmed/25115897 http://dx.doi.org/10.1371/journal.pone.0102646 |
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