Skip to main content
Fachgebiete
Automobil + Motoren Bauwesen + Immobilien Business IT + Informatik Elektrotechnik + Elektronik Energie + Nachhaltigkeit Finance + Banking Management + Führung Marketing + Vertrieb Maschinenbau + Werkstoffe Versicherung + Risiko
DE
EN
Themenseiten
Organisationspsychologie Projektmanagement Marketing Smart Manufacturing
Bücher
Zeitschriften
Weitere Formate
Podcasts Webinare Technik Webinare Wirtschaft Kongresse Veranstaltungskalender Awards
Jetzt Einzelzugang starten
Zugang für Unternehmen
Referenzkunden
MTZ-Fachkongress

Antriebe und Energiesysteme von morgen


Austausch von Automobil- und Energiewirtschaft

Am 14./15. Mai geht es in Chemnitz um die Mobilitätswende durch Elektro- und Wasserstofffahrzeuge.
Erweiterte Suche
Anmelden
nach oben
Erschienen in:
Staking Assets Management on Blockchains: Vision and Roadmap Kapitel lesen Erstes Kapitel lesen

2021 | OriginalPaper | Buchkapitel

Eyewitness Prediction During Crisis via Linguistic Features

verfasst von : Suliman Aladhadh

Erschienen in: Service-Oriented Computing – ICSOC 2020 Workshops

Verlag: Springer International Publishing

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Social media is one of the first places people share information about serious topics, such as a crisis event. Stakeholders, including the agencies of crisis response, seek to understand this valuable information in order to reach affected people. This paper addresses the problem of locating eyewitnesses during times of crisis. We included published tweets of 26 crises of various types, including earthquakes, floods, train crashes, and others. This paper investigated the impact of linguistic features extracted from tweets on different learning algorithms and included two languages, English and Italian. Better results than the state of the art were achieved; in the cross-event scenario, we achieved F1-scores of 0.88 for English and 0.86 for Italian; in the split-across scenario, we achieved F1-scores of 0.69 for English and 0.89 for Italian.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Jetzt informieren
Vorheriges Kapitel Towards Knowledge-Driven Automatic Service Composition for Wildfire Prediction
Nächstes Kapitel On the Definition of Data Regulation Risk
Fußnoten
Literatur
1.
Aladhadh, S., Zhang, X., Sanderson, M.: Tweet author location impacts on tweet credibility. In: Proceedings of the 2014 Australasian Document Computing Symposium, p. 73. ACM (2014)
2.
Armstrong, C.L., McAdams, M.J.: Blogs of information: how gender cues and individual motivations influence perceptions of credibility. J. Comput. Mediated Commun. 14(3), 435–456 (2009)
3.
Boididou, C., Papadopoulos, S., Kompatsiaris, Y., Schifferes, S., Newman, N.: Challenges of computational verification in social multimedia. In: Proceedings of the 23rd International Conference on World Wide Web, pp. 743–748. ACM (2014)
4.
Castillo, C., Mendoza, M., Poblete, B.: Information credibility on twitter. In: Proceedings of the 20th International Conference on World Wide Web, pp. 675–684. ACM (2011)
5.
Castillo, C., Mendoza, M., Poblete, B.: Predicting information credibility in time-sensitive social media. Internet Res. 23(5), 560–588 (2013)
6.
Counts, S., Fisher, K.: Taking it all in? visual attention in microblog consumption. ICWSM 11, 97–104 (2011)
7.
Dedoussis, E.: A cross-cultural comparison of organizational culture: evidence from universities in the arab world and Japan. Cross Cultural Manage. Int. J. 11(1), 15–34 (2004)
8.
Flanagin, A.J., Metzger, M.J.: The role of site features, user attributes, and information verification behaviors on the perceived credibility of web-based information. New Media Soc. 9(2), 319–342 (2007)
9.
Fogg, B., et al.: What makes web sites credible?: a report on a large quantitative study. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 61–68. ACM (2001)
10.
Freeman, K.S., Spyridakis, J.H.: An examination of factors that affect the credibility of online health information. Techn. Commun. 51(2), 239–263 (2004)
11.
Ghosh, S., Sharma, N., Benevenuto, F., Ganguly, N., Gummadi, K.: Cognos: crowdsourcing search for topic experts in microblogs. In: Proceedings of the 35th International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 575–590. ACM (2012)
12.
13.
Gottfried, B.Y.J., Shearer, E.: News use across social media platforms 2016. Pew Research Center 2016 (2016)
14.
Gupta, A., Kumaraguru, P.: Credibility ranking of tweets during high impact events. In: Proceedings of the 1st Workshop on Privacy and Security in Online Social Media, p. 2. ACM (2012)
15.
Gupta, A., Kumaraguru, P., Castillo, C., Meier, P.: Tweetcred: a real-time web-based system for assessing credibility of content on twitter. In: Proceedings of the 6th International Conference on Social Informatics (SocInfo). Barcelona, Spain (2014)
16.
Han, B., Cook, P., Baldwin, T.: Text-based twitter user geolocation prediction. J. Artif. Intell. Res. 49, 451–500 (2014)
17.
Hofstede, G.: Cultures and organizations: software of the mind (1991)
18.
Hofstede, G.: Dimensionalizing cultures: he hofstede model in context. Online Read. Pychol. Culture 2(1), 8 (2011)
19.
Hong, L., Convertino, G., Chi, E.H.: Language matters in twitter: a large scale study. In: ICWSM (2011)
20.
Imran, M., Castillo, C.: Towards a data-driven approach to identify crisis-related topics in social media streams. In: Proceedings of the 24th International Conference on World Wide Web, pp. 1205–1210. ACM (2015)
21.
Kang, B., Höllerer, T., O’Donovan, J.: Believe it or not? analyzing information credibility in microblogs. In: Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2015, pp. 611–616. ACM (2015)
22.
Kwak, H., Lee, C., Park, H., Moon, S.: What is twitter, a social network or a news media? In: Proceedings of the 19th International Conference on World Wide Web, pp. 591–600. ACM (2010)
23.
Morris, M., Counts, S., Roseway, A.: Tweeting is believing?: understanding microblog credibility perceptions. In: CSCW, pp. 441–450 (2012)
24.
25.
Obeidat, B., Shannak, R., Masa’deh, R., Al-Jarrah, I.: Toward better understanding for Arabian culture: implications based on Hofstede’s cultural model. Eur. J. Soc. Sci. 28(4), 512–522 (2012)
26.
Olteanu, A., Vieweg, S., Castillo, C.: What to expect when the unexpected happens: Social media communications across crises. In: Proceedings of the 18th ACM Conference on Computer Supported Cooperative Work & Social Computing, pp. 994–1009. ACM (2015)
27.
Pal, A., Counts, S.: What’s in a@ name? how name value biases judgment of microblog authors. In: ICWSM (2011)
28.
Poblete, B., Garcia, R., Mendoza, M., Jaimes, A.: Do all birds tweet the same?: characterizing twitter around the world. In: Proceedings of the 20th ACM CIKM International Conference on Information and Knowledge Management, pp. 1025–1030. ACM (2011)
29.
Rosa, K.D., Shah, R., Lin, B., Gershman, A., Frederking, R.: Topical clustering of tweets. In: Proceedings of the ACM SIGIR: SWSM (2011)
30.
Sakaki, T., Okazaki, M., Matsuo, Y.: Earthquake shakes twitter users: real-time event detection by social sensors. In: Proceedings of the 19th International Conference on World Wide Web, pp. 851–860. ACM (2010)
31.
Schmierbach, M., Oeldorf-Hirsch, A.: A little bird told me, so i didn’t believe it: twitter, credibility, and issue perceptions. Commun. Q. 60(3), 317–337 (2012)
32.
Wagner, C., Liao, V., Pirolli, P., Nelson, L., Strohmaier, M.: It’s not in their tweets: modeling topical expertise of twitter users. In: Privacy, Security, Risk and Trust (PASSAT), 2012 International Conference on and 2012 International Confernece on Social Computing (SocialCom), pp. 91–100. IEEE (2012)
33.
Weerkamp, W., Carter, S., Tsagkias, M.: How people use twitter in different languages. (1), 1 (2011)
34.
Wilson, M.E.: Arabic speakers: language and culture, here and abroad. Topics Lang. Disord. 16(4), 65–80 (1996)
35.
Yang, J., Counts, S., Morris, M.R., Hoff, A.: Microblog credibility perceptions: comparing the USA and China. In: Proceedings of the 2013 Conference on Computer Supported Cooperative Work, pp. 575–586. ACM (2013)
36.
Yang, J., Morris, M.R., Teevan, J., Adamic, L.A., Ackerman, M.S.: Culture matters: a survey study of social q&a behavior. In: Fifth International AAAI Conference on Weblogs and Social Media (2011)
Metadaten
Titel
Eyewitness Prediction During Crisis via Linguistic Features
verfasst von
Suliman Aladhadh
Copyright-Jahr
2021
Buch
Service-Oriented Computing – ICSOC 2020 Workshops

Print ISBN: 978-3-030-76351-0

Electronic ISBN: 978-3-030-76352-7

Copyright-Jahr: 2021

DOI
https://doi.org/10.1007/978-3-030-76352-7_39

Premium Partner

    Bildnachweise