2022
DOI: 10.1038/s41598-022-05359-9
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Cross-platform analysis of public responses to the 2019 Ridgecrest earthquake sequence on Twitter and Reddit

Abstract: Online social networks (OSNs) have become a powerful tool to study collective human responses to extreme events such as earthquakes. Most previous research concentrated on a single platform and utilized users’ behaviors on a single platform to study people’s general responses. In this study, we explore the characteristics of people’s behaviors on different OSNs and conduct a cross-platform analysis of public responses to earthquakes. Our findings support the Uses and Gratification theory that users on Reddit a… Show more

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Cited by 25 publications
(15 citation statements)
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References 55 publications
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“…Curiskis et al [56], proposed an evaluation of document clustering and topic modelling methods in online social media networks like Twitter and Reddit [75], [76]. The authors used four feature representation techniques Doc2vec, weighted Word2vec, unweighted Word2vec, and TF-IDF on three benchmark databases extracted from Twitter and Reddit API.…”
Section: ) Non-probabilistic Modelsmentioning
confidence: 99%
See 1 more Smart Citation
“…Curiskis et al [56], proposed an evaluation of document clustering and topic modelling methods in online social media networks like Twitter and Reddit [75], [76]. The authors used four feature representation techniques Doc2vec, weighted Word2vec, unweighted Word2vec, and TF-IDF on three benchmark databases extracted from Twitter and Reddit API.…”
Section: ) Non-probabilistic Modelsmentioning
confidence: 99%
“…Overall, LDA techniques [54], [56], [64]- [68], [70], [72], [75], [76], [83], [84] were the most used topic modelling methodology due to their generative process with the disambiguation of words in each topic and precise alignment of keywords to topics that may closely reflect the original collection.…”
Section: ) Non-probabilistic Modelsmentioning
confidence: 99%
“…Twitter memungkinkan penggunanya untuk mengirimkan dan membaca pesan. Perbedaan Twitter yang paling menonjol dari OSN lain yakni Twitter membatasi posting atau tweets (pesan berbasis teks) hanya 280 karakter [3].…”
Section: Pendahuluanunclassified
“…Both USGS and GNS Science have a section of their websites dedicated to analyses and insights on specific themes (not only on earthquakes), although the number of posts dedicated to seismological topics is much more limited than what is done by INGVterremoti. Most efforts of USGS, GNS Science, and EMSC experts are devoted to post-event assessment and seismic sequence communication management and problems (Wein et al, 2015;Bossu et al, 2018;Becker et al, 2019;Wald, 2020;Ruan et al, 2022). An interesting analysis on the impact of INGV communication on the media comparing the two main seismic sequences of the last decade (the 2012 Emilia earthquake, the 2016 central Italy seismic sequence) has been carried out by Cerase (2017).…”
Section: The Ingvterremoti Activitiesmentioning
confidence: 99%