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Information network or social network?: the structure of the twitter follow graph

Published: 07 April 2014 Publication History

Abstract

In this paper, we provide a characterization of the topological features of the Twitter follow graph, analyzing properties such as degree distributions, connected components, shortest path lengths, clustering coefficients, and degree assortativity. For each of these properties, we compare and contrast with available data from other social networks. These analyses provide a set of authoritative statistics that the community can reference. In addition, we use these data to investigate an often-posed question: Is Twitter a social network or an information network? The "follow" relationship in Twitter is primarily about information consumption, yet many follows are built on social ties. Not surprisingly, we find that the Twitter follow graph exhibits structural characteristics of both an information network and a social network. Going beyond descriptive characterizations, we hypothesize that from an individual user's perspective, Twitter starts off more like an information network, but evolves to behave more like a social network. We provide preliminary evidence that may serve as a formal model of how a hybrid network like Twitter evolves.

References

[1]
L. Backstrom, P. Boldi, M. Rosa, J. Ugander, and S. Vigna. Four degrees of separation. WebSci 2012.
[2]
P. Boldi, M. Rosa, S. Vigna. HyperANF: approximating the neighborhood function of very large graphs on a budget. WWW 2011.
[3]
R. Dunbar. Neocortex size as a constraint on group size in primates. Journal of Human Evolution, 1992.
[4]
P. Flajolet, C. Fusy, O. Gandouet, and F. Meunier. HyperLogLog: the analysis of a near-optimal cardinality estimation algorithm Analysis of Algorithms, 2007.
[5]
B. Goncalves, N. Perra, A. Vespignani. Modeling users' activity on Twitter networks:\ validation of Dunbar's number. PLoS One, 2011.
[6]
P. Gupta, A. Goel, J. Lin, A. Sharma, D. Wang, and R. Zadeh. WTF: The Who to Follow service at Twitter. WWW 2013.
[7]
H. Kwak, C. Lee, H. Park, and S. Moon. What is Twitter, a social network or a news media? WWW 2010.
[8]
J. Leskovec and Eric Horvitz. Planetary-scale views on a large instant-messaging network. WWW 2008.
[9]
J. Leskovec, J. Kleinberg, and C. Faloutsos. Graphs over time: densification laws, shrinking diameters and possible explanations. KDD 2010.
[10]
J. Lin, D. Ryaboy. Scaling big data mining infrastructure: the Twitter experience. SIGKDD Explorations, 2012.
[11]
M. Newman. Mixing patterns in networks. Physical Review, 2003.
[12]
M. Newman and J. Park. Why social networks are different from other types of networks. Physical Review, 2003.
[13]
X. Shi, L. A. Adamic, and M. Strauss. Networks of strong ties. Physica A: Statistical Mechanics and its Applications, 2007.
[14]
J. Ugander, B. Karrer, L. Backstrom, and C. Marlow. The anatomy of the Facebook social graph. arXiv, 2011.
[15]
D. J. Watts and S. H. Strogatz. Collective dynamics of 'small-world' networks. Nature, 1998.

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      cover image ACM Other conferences
      WWW '14 Companion: Proceedings of the 23rd International Conference on World Wide Web
      April 2014
      1396 pages
      ISBN:9781450327459
      DOI:10.1145/2567948

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      • IW3C2: International World Wide Web Conference Committee

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      Association for Computing Machinery

      New York, NY, United States

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      Published: 07 April 2014

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      Author Tags

      1. graph analysis
      2. social media

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      Overall Acceptance Rate 1,899 of 8,196 submissions, 23%

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      • (2025)Heterogeneous Graph Embedding with Dual Edge DifferentiationNeural Networks10.1016/j.neunet.2024.106965183(106965)Online publication date: Mar-2025
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