Rumor Diffusion and Convergence during the 3.11 Earthquake: A Twitter Case Study

We focus on Internet rumors and present an empirical analysis and simulation results of their diffusion and convergence during emergencies. In particular, we study one rumor that appeared in the immediate aftermath of the Great East Japan Earthquake on March 11, 2011, which later turned out to be mi...

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Published inPLoS ONE Vol. 10; no. 4; p. e0121443
Main Authors 佐野 幸恵, Takayasu Misako, Sato Kazuya, Sano Yukie, Yamada Kenta, Miura Wataru, Takayasu Hideki
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 01.04.2015
Public Library of Science (PLoS)
Subjects
Online AccessGet full text
ISSN1932-6203
1932-6203
DOI10.1371/journal.pone.0121443

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Abstract We focus on Internet rumors and present an empirical analysis and simulation results of their diffusion and convergence during emergencies. In particular, we study one rumor that appeared in the immediate aftermath of the Great East Japan Earthquake on March 11, 2011, which later turned out to be misinformation. By investigating whole Japanese tweets that were sent one week after the quake, we show that one correction tweet, which originated from a city hall account, diffused enormously. We also demonstrate a stochastic agent-based model, which is inspired by contagion model of epidemics SIR, can reproduce observed rumor dynamics. Our model can estimate the rumor infection rate as well as the number of people who still believe in the rumor that cannot be observed directly. For applications, rumor diffusion sizes can be estimated in various scenarios by combining our model with the real data.
AbstractList We focus on Internet rumors and present an empirical analysis and simulation results of their diffusion and convergence during emergencies. In particular, we study one rumor that appeared in the immediate aftermath of the Great East Japan Earthquake on March 11, 2011, which later turned out to be misinformation. By investigating whole Japanese tweets that were sent one week after the quake, we show that one correction tweet, which originated from a city hall account, diffused enormously. We also demonstrate a stochastic agent-based model, which is inspired by contagion model of epidemics SIR, can reproduce observed rumor dynamics. Our model can estimate the rumor infection rate as well as the number of people who still believe in the rumor that cannot be observed directly. For applications, rumor diffusion sizes can be estimated in various scenarios by combining our model with the real data.
We focus on Internet rumors and present an empirical analysis and simulation results of their diffusion and convergence during emergencies. In particular, we study one rumor that appeared in the immediate aftermath of the Great East Japan Earthquake on March 11, 2011, which later turned out to be misinformation. By investigating whole Japanese tweets that were sent one week after the quake, we show that one correction tweet, which originated from a city hall account, diffused enormously. We also demonstrate a stochastic agent-based model, which is inspired by contagion model of epidemics SIR, can reproduce observed rumor dynamics. Our model can estimate the rumor infection rate as well as the number of people who still believe in the rumor that cannot be observed directly. For applications, rumor diffusion sizes can be estimated in various scenarios by combining our model with the real data.We focus on Internet rumors and present an empirical analysis and simulation results of their diffusion and convergence during emergencies. In particular, we study one rumor that appeared in the immediate aftermath of the Great East Japan Earthquake on March 11, 2011, which later turned out to be misinformation. By investigating whole Japanese tweets that were sent one week after the quake, we show that one correction tweet, which originated from a city hall account, diffused enormously. We also demonstrate a stochastic agent-based model, which is inspired by contagion model of epidemics SIR, can reproduce observed rumor dynamics. Our model can estimate the rumor infection rate as well as the number of people who still believe in the rumor that cannot be observed directly. For applications, rumor diffusion sizes can be estimated in various scenarios by combining our model with the real data.
Author Sano Yukie
Yamada Kenta
Miura Wataru
Sato Kazuya
佐野 幸恵
Takayasu Misako
Takayasu Hideki
AuthorAffiliation 1 Interdisciplinary Graduate School of Science and Engineering, Tokyo Institute of Technology, Yokohama, Kanagawa, Japan
7 Sony Computer Science Laboratories, Inc., Shinagawa, Tokyo, Japan
Centrum Wiskunde & Informatica (CWI) & Netherlands Institute for Systems Biology, NETHERLANDS
4 Waseda Institute for Advanced Study, Shinjuku, Tokyo, Japan
2 College of Science and Technology, Nihon University, Funabashi, Chiba, Japan
8 Meiji Institute for Advanced Study of Mathematical Sciences, Kawasaki, Kanagawa, Japan
5 Graduate School of Engineering, The University of Tokyo, Tokyo, Japan
3 Faculty of Engineering, Information and Systems, University of Tsukuba, Tsukuba, Ibaraki, Japan
6 PRESTO, Japan Science and Technology Agency, Kawaguchi, Saitama, Japan
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BackLink https://cir.nii.ac.jp/crid/1571417127596263808$$DView record in CiNii
https://www.ncbi.nlm.nih.gov/pubmed/25831122$$D View this record in MEDLINE/PubMed
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Competing Interests: Hideki Takayasu is an employee of Sony CSL, Inc. There are no patents, products in development or marketed products to declare. This does not alter the authors’ adherence to all the PLOS ONE policies on sharing data and materials.
MT and HT planned the research project. YS and WM contributed the empirical data analysis. KY and KS contributed the simulation results. MT, YS, KY and KS wrote the manuscript.
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Snippet We focus on Internet rumors and present an empirical analysis and simulation results of their diffusion and convergence during emergencies. In particular, we...
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SubjectTerms Aftershocks
Algorithms
Blogging
Case reports
Case studies
Communication
Computer Simulation
Convergence
Diffusion
Earthquakes
Economic summit conferences
Emergencies
Empirical analysis
Engineering
Epidemics
Humans
Information Dissemination
Interdisciplinary aspects
Internet
Japan
Mathematical models
Science
Seismic activity
Social Media
Social networks
Stochasticity
Studies
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Title Rumor Diffusion and Convergence during the 3.11 Earthquake: A Twitter Case Study
URI https://cir.nii.ac.jp/crid/1571417127596263808
https://www.ncbi.nlm.nih.gov/pubmed/25831122
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http://dx.doi.org/10.1371/journal.pone.0121443
Volume 10
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