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2020 | OriginalPaper | Buchkapitel

Social Media Mining for Disaster Management and Community Resilience

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Abstract

Social media, mobile technologies, and Internet have become an integral part of our daily life. This chapter describes the role of social media during disasters as how platforms like Twitter and Facebook facilitate communication for both the public and response agencies during the time-critical events. Specifically, we introduce the concepts of social media mining for disaster events, provide the use-cases to mine social media for helping public and emergency services, and describe various methods of user, content, network, context, and visual analytics to process and analyze social media data for disaster management and community resilience.

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Literatur
1.
Zurück zum Zitat Abbasi, M.A., Liu, H.: Measuring user credibility in social media. In: International Conference on Social Computing, Behavioral-Cultural Modeling, and Prediction, pp. 441–448. Springer, Berlin (2013) Abbasi, M.A., Liu, H.: Measuring user credibility in social media. In: International Conference on Social Computing, Behavioral-Cultural Modeling, and Prediction, pp. 441–448. Springer, Berlin (2013)
2.
Zurück zum Zitat Abel, F., Hauff, C., Houben, G.J., Stronkman, R., Tao, K.: Twitcident: fighting fire with information from social web streams. In: Proceedings of the 21st International Conference on World Wide Web, pp. 305–308. ACM, New York (2012) Abel, F., Hauff, C., Houben, G.J., Stronkman, R., Tao, K.: Twitcident: fighting fire with information from social web streams. In: Proceedings of the 21st International Conference on World Wide Web, pp. 305–308. ACM, New York (2012)
3.
Zurück zum Zitat Akkaya, C., Federowicz, J., Krcmar, H.: Use of social media by the German police: the case of munich. In: Proceedings of the 19th Annual International Conference on Digital Government Research: Governance in the Data Age, p. 116. ACM, New York (2018) Akkaya, C., Federowicz, J., Krcmar, H.: Use of social media by the German police: the case of munich. In: Proceedings of the 19th Annual International Conference on Digital Government Research: Governance in the Data Age, p. 116. ACM, New York (2018)
4.
Zurück zum Zitat Al-Olimat, H., Thirunarayan, K., Shalin, V., Sheth, A.: Location name extraction from targeted text streams using gazetteer-based statistical language models. In: Proceedings of the 27th International Conference on Computational Linguistics, pp. 1986–1997 (2018) Al-Olimat, H., Thirunarayan, K., Shalin, V., Sheth, A.: Location name extraction from targeted text streams using gazetteer-based statistical language models. In: Proceedings of the 27th International Conference on Computational Linguistics, pp. 1986–1997 (2018)
6.
Zurück zum Zitat Castillo, C.: Big Crisis Data: Social Media in Disasters and Time-critical Situations. Cambridge University Press, Cambridge (2016)CrossRef Castillo, C.: Big Crisis Data: Social Media in Disasters and Time-critical Situations. Cambridge University Press, Cambridge (2016)CrossRef
7.
Zurück zum Zitat 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, New York (2011) 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, New York (2011)
8.
Zurück zum Zitat Chae, J., Thom, D., Jang, Y., Kim, S., Ertl, T., Ebert, D.S.: Public behavior response analysis in disaster events utilizing visual analytics of microblog data. Comput. Graph. 38, 51–60 (2014)CrossRef Chae, J., Thom, D., Jang, Y., Kim, S., Ertl, T., Ebert, D.S.: Public behavior response analysis in disaster events utilizing visual analytics of microblog data. Comput. Graph. 38, 51–60 (2014)CrossRef
9.
Zurück zum Zitat Crooks, A., Croitoru, A., Stefanidis, A., Radzikowski, J.: # earthquake: Twitter as a distributed sensor system. Trans. GIS 17(1), 124–147 (2013) Crooks, A., Croitoru, A., Stefanidis, A., Radzikowski, J.: # earthquake: Twitter as a distributed sensor system. Trans. GIS 17(1), 124–147 (2013)
10.
Zurück zum Zitat Glasgow, K., Vitak, J., Tausczik, Y., Fink, C.: “with your help… we begin to heal”: Social media expressions of gratitude in the aftermath of disaster. In: Social, Cultural, and Behavioral Modeling: 9th International Conference, SBP-BRiMS 2016, Washington, DC, June 28–July 1, 2016, Proceedings 9, pp. 226–236. Springer, Cham (2016) Glasgow, K., Vitak, J., Tausczik, Y., Fink, C.: “with your help… we begin to heal”: Social media expressions of gratitude in the aftermath of disaster. In: Social, Cultural, and Behavioral Modeling: 9th International Conference, SBP-BRiMS 2016, Washington, DC, June 28–July 1, 2016, Proceedings 9, pp. 226–236. Springer, Cham (2016)
11.
Zurück zum Zitat Gupta, A., Lamba, H., Kumaraguru, P., Joshi, A.: Faking sandy: characterizing and identifying fake images on twitter during hurricane sandy. In: Proceedings of the 22nd International Conference on World Wide Web, pp. 729–736. ACM, New York (2013) Gupta, A., Lamba, H., Kumaraguru, P., Joshi, A.: Faking sandy: characterizing and identifying fake images on twitter during hurricane sandy. In: Proceedings of the 22nd International Conference on World Wide Web, pp. 729–736. ACM, New York (2013)
12.
Zurück zum Zitat Hui, C., Tyshchuk, Y., Wallace, W.A., Magdon-Ismail, M., Goldberg, M.: Information cascades in social media in response to a crisis: a preliminary model and a case study. In: Proceedings of the 21st International Conference on World Wide Web, pp. 653–656. ACM, New York (2012) Hui, C., Tyshchuk, Y., Wallace, W.A., Magdon-Ismail, M., Goldberg, M.: Information cascades in social media in response to a crisis: a preliminary model and a case study. In: Proceedings of the 21st International Conference on World Wide Web, pp. 653–656. ACM, New York (2012)
13.
Zurück zum Zitat Imran, M., Castillo, C., Lucas, J., Meier, P., Vieweg, S.: Aidr: Artificial intelligence for disaster response. In: Proceedings of the 23rd International Conference on World Wide Web, pp. 159–162. ACM, New York (2014) Imran, M., Castillo, C., Lucas, J., Meier, P., Vieweg, S.: Aidr: Artificial intelligence for disaster response. In: Proceedings of the 23rd International Conference on World Wide Web, pp. 159–162. ACM, New York (2014)
14.
Zurück zum Zitat Imran, M., Castillo, C., Diaz, F., Vieweg, S.: Processing social media messages in mass emergency: a survey. ACM Comput. Surv. (CSUR) 47(4), 67 (2015) Imran, M., Castillo, C., Diaz, F., Vieweg, S.: Processing social media messages in mass emergency: a survey. ACM Comput. Surv. (CSUR) 47(4), 67 (2015)
15.
Zurück zum Zitat Kumar, S., Barbier, G., Abbasi, M.A., Liu, H.: Tweettracker: an analysis tool for humanitarian and disaster relief. In: ICWSM, pp. 661–662 (2011) Kumar, S., Barbier, G., Abbasi, M.A., Liu, H.: Tweettracker: an analysis tool for humanitarian and disaster relief. In: ICWSM, pp. 661–662 (2011)
16.
Zurück zum Zitat Kumar, S., Morstatter, F., Zafarani, R., Liu, H.: Whom should I follow?: identifying relevant users during crises. In: Proceedings of the 24th ACM Conference on Hypertext and Social Media, pp. 139–147. ACM, New York (2013) Kumar, S., Morstatter, F., Zafarani, R., Liu, H.: Whom should I follow?: identifying relevant users during crises. In: Proceedings of the 24th ACM Conference on Hypertext and Social Media, pp. 139–147. ACM, New York (2013)
18.
Zurück zum Zitat Lingad, J., Karimi, S., Yin, J.: Location extraction from disaster-related microblogs. In: Proceedings of the 22nd International Conference on World Wide Web, pp. 1017–1020. ACM, New York (2013) Lingad, J., Karimi, S., Yin, J.: Location extraction from disaster-related microblogs. In: Proceedings of the 22nd International Conference on World Wide Web, pp. 1017–1020. ACM, New York (2013)
19.
Zurück zum Zitat Lu, X., Brelsford, C.: Network structure and community evolution on twitter: human behavior change in response to the 2011 Japanese earthquake and tsunami. Sci. Rep. 4, 6773 (2014) Lu, X., Brelsford, C.: Network structure and community evolution on twitter: human behavior change in response to the 2011 Japanese earthquake and tsunami. Sci. Rep. 4, 6773 (2014)
20.
Zurück zum Zitat Meier, P.: Crisis mapping in action: How open source software and global volunteer networks are changing the world, one map at a time. J. Map Geogr. Libr. 8(2), 89–100 (2012)CrossRef Meier, P.: Crisis mapping in action: How open source software and global volunteer networks are changing the world, one map at a time. J. Map Geogr. Libr. 8(2), 89–100 (2012)CrossRef
21.
Zurück zum Zitat Middleton, S.E., Middleton, L., Modafferi, S.: Real-time crisis mapping of natural disasters using social media. IEEE Intell. Syst. 29(2), 9–17 (2014)CrossRef Middleton, S.E., Middleton, L., Modafferi, S.: Real-time crisis mapping of natural disasters using social media. IEEE Intell. Syst. 29(2), 9–17 (2014)CrossRef
22.
Zurück zum Zitat Mirbabaie, M., Bunker, D., Deubel, A., Stieglitz, S.: Examining convergence behaviour during crisis situations in social media-a case study on the Manchester bombing 2017. In: International Working Conference on Transfer and Diffusion of IT, pp. 60–75. Springer, Cham (2018) Mirbabaie, M., Bunker, D., Deubel, A., Stieglitz, S.: Examining convergence behaviour during crisis situations in social media-a case study on the Manchester bombing 2017. In: International Working Conference on Transfer and Diffusion of IT, pp. 60–75. Springer, Cham (2018)
23.
Zurück zum Zitat Nazer, T.H., Xue, G., Ji, Y., Liu, H.: Intelligent disaster response via social media analysis a survey. ACM SIGKDD Explor. Newsl. 19(1), 46–59 (2017)CrossRef Nazer, T.H., Xue, G., Ji, Y., Liu, H.: Intelligent disaster response via social media analysis a survey. ACM SIGKDD Explor. Newsl. 19(1), 46–59 (2017)CrossRef
25.
Zurück zum Zitat Olteanu, A., Castillo, C., Diaz, F., Vieweg, S.: Crisislex: a lexicon for collecting and filtering microblogged communications in crises. In: ICWSM, pp. 376–385 (2014) Olteanu, A., Castillo, C., Diaz, F., Vieweg, S.: Crisislex: a lexicon for collecting and filtering microblogged communications in crises. In: ICWSM, pp. 376–385 (2014)
26.
Zurück zum Zitat 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, New York (2015) 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, New York (2015)
27.
Zurück zum Zitat Olteanu, A., Castillo, C., Diaz, F., Kiciman, E.: Social data: biases, methodological pitfalls, and ethical boundaries. Front. Big Data 2, 13 (2019)CrossRef Olteanu, A., Castillo, C., Diaz, F., Kiciman, E.: Social data: biases, methodological pitfalls, and ethical boundaries. Front. Big Data 2, 13 (2019)CrossRef
28.
Zurück zum Zitat Opdyke, A., Javernick-Will, A.: Building coordination capacity: post-disaster organizational twitter networks. In: IEEE Global Humanitarian Technology Conference (GHTC 2014), pp. 86–92 (2014) Opdyke, A., Javernick-Will, A.: Building coordination capacity: post-disaster organizational twitter networks. In: IEEE Global Humanitarian Technology Conference (GHTC 2014), pp. 86–92 (2014)
29.
Zurück zum Zitat Palen, L., Anderson, K.M., Mark, G., Martin, J., Sicker, D., Palmer, M., Grunwald, D.: A vision for technology-mediated support for public participation & assistance in mass emergencies & disasters. In: Proceedings of the 2010 ACM-BCS Visions of Computer Science Conference, pp. 8:1–8:12. ACM-BCS ’10. British Computer Society, Swinton (2010) Palen, L., Anderson, K.M., Mark, G., Martin, J., Sicker, D., Palmer, M., Grunwald, D.: A vision for technology-mediated support for public participation & assistance in mass emergencies & disasters. In: Proceedings of the 2010 ACM-BCS Visions of Computer Science Conference, pp. 8:1–8:12. ACM-BCS ’10. British Computer Society, Swinton (2010)
30.
Zurück zum Zitat Palen, L., Starbird, K., Vieweg, S., Hughes, A.: Twitter-based information distribution during the 2009 red river valley flood threat. Bull. Am. Soc. Inf. Sci. Technol. 36(5), 13–17 (2010)CrossRef Palen, L., Starbird, K., Vieweg, S., Hughes, A.: Twitter-based information distribution during the 2009 red river valley flood threat. Bull. Am. Soc. Inf. Sci. Technol. 36(5), 13–17 (2010)CrossRef
31.
Zurück zum Zitat Panagiotopoulos, P., Barnett, J., Bigdeli, A.Z., Sams, S.: Social media in emergency management: Twitter as a tool for communicating risks to the public. Technol. Forecast. Soc. Change 111, 86–96 (2016)CrossRef Panagiotopoulos, P., Barnett, J., Bigdeli, A.Z., Sams, S.: Social media in emergency management: Twitter as a tool for communicating risks to the public. Technol. Forecast. Soc. Change 111, 86–96 (2016)CrossRef
32.
Zurück zum Zitat Pandey, R., Purohit, H.: Citizenhelper-adaptive: expert-augmented streaming analytics system for emergency services and humanitarian organizations. In: 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), pp. 630–633. IEEE, Piscataway (2018) Pandey, R., Purohit, H.: Citizenhelper-adaptive: expert-augmented streaming analytics system for emergency services and humanitarian organizations. In: 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), pp. 630–633. IEEE, Piscataway (2018)
33.
Zurück zum Zitat Pedrood, B., Purohit, H.: Mining help intent on twitter during disasters via transfer learning with sparse coding. In: International Conference on Social Computing, Behavioral-Cultural Modeling and Prediction and Behavior Representation in Modeling and Simulation, pp. 141–153. Springer, Cham (2018) Pedrood, B., Purohit, H.: Mining help intent on twitter during disasters via transfer learning with sparse coding. In: International Conference on Social Computing, Behavioral-Cultural Modeling and Prediction and Behavior Representation in Modeling and Simulation, pp. 141–153. Springer, Cham (2018)
34.
Zurück zum Zitat Peterson, S.: Social media resources for emergency management. Int. Assoc. Emerg. Manag. Bull. 32(6), 34–36 (2015) Peterson, S.: Social media resources for emergency management. Int. Assoc. Emerg. Manag. Bull. 32(6), 34–36 (2015)
35.
Zurück zum Zitat Petersen, L., Fallou, L., Havarneanu, G., Reilly, P., Serafinelli, E., Bossu, R.: November 2015 Paris terrorist attacks and social media use: preliminary findings from authorities, critical infrastructure operators and journalists. In: ISCRAM, pp. 629–638 (2018) Petersen, L., Fallou, L., Havarneanu, G., Reilly, P., Serafinelli, E., Bossu, R.: November 2015 Paris terrorist attacks and social media use: preliminary findings from authorities, critical infrastructure operators and journalists. In: ISCRAM, pp. 629–638 (2018)
39.
Zurück zum Zitat Preece, J.: Online Communities: Designing Usability and Supporting Sociability, 1st edn. Wiley, New York (2000) Preece, J.: Online Communities: Designing Usability and Supporting Sociability, 1st edn. Wiley, New York (2000)
40.
Zurück zum Zitat Purohit, H., Chan, J.: Classifying user types on social media to inform who-what-where coordination during crisis response. In: ISCRAM, pp. 656–665 (2017) Purohit, H., Chan, J.: Classifying user types on social media to inform who-what-where coordination during crisis response. In: ISCRAM, pp. 656–665 (2017)
41.
Zurück zum Zitat Purohit, H., Pandey, R.: Intent Mining for the Good, Bad, and Ugly Use of Social Web: Concepts, Methods, and Challenges, pp. 3–18. Springer International Publishing, Cham (2019) Purohit, H., Pandey, R.: Intent Mining for the Good, Bad, and Ugly Use of Social Web: Concepts, Methods, and Challenges, pp. 3–18. Springer International Publishing, Cham (2019)
43.
Zurück zum Zitat Purohit, H., Bhatt, S., Hampton, A., Shalin, V.L., Sheth, A.P., Flach, J.M.: With whom to coordinate, why and how in ad-hoc social media communications during crisis response. In: ISCRAM, pp. 787–791 (2014) Purohit, H., Bhatt, S., Hampton, A., Shalin, V.L., Sheth, A.P., Flach, J.M.: With whom to coordinate, why and how in ad-hoc social media communications during crisis response. In: ISCRAM, pp. 787–791 (2014)
44.
Zurück zum Zitat Purohit, H., Hampton, A., Bhatt, S., Shalin, V.L., Sheth, A.P., Flach, J.M.: Identifying seekers and suppliers in social media communities to support crisis coordination. Comput. Supported Coop. Work (CSCW) 23(4–6), 513–545 (2014) Purohit, H., Hampton, A., Bhatt, S., Shalin, V.L., Sheth, A.P., Flach, J.M.: Identifying seekers and suppliers in social media communities to support crisis coordination. Comput. Supported Coop. Work (CSCW) 23(4–6), 513–545 (2014)
45.
Zurück zum Zitat Purohit, H., Ruan, Y., Fuhry, D., Parthasarathy, S., Sheth, A.P.: On understanding the divergence of online social group discussion. In: Proceedings of the Eighth International AAAI Conference on Weblogs and Social Media, pp. 396–405. AAAI, Menlo Park (2014) Purohit, H., Ruan, Y., Fuhry, D., Parthasarathy, S., Sheth, A.P.: On understanding the divergence of online social group discussion. In: Proceedings of the Eighth International AAAI Conference on Weblogs and Social Media, pp. 396–405. AAAI, Menlo Park (2014)
46.
Zurück zum Zitat Purohit, H., Dong, G., Shalin, V., Thirunarayan, K., Sheth, A.: Intent classification of short-text on social media. In: 2015 IEEE International Conference on Smart City/SocialCom/SustainCom (SmartCity), pp. 222–228. IEEE, Piscataway (2015) Purohit, H., Dong, G., Shalin, V., Thirunarayan, K., Sheth, A.: Intent classification of short-text on social media. In: 2015 IEEE International Conference on Smart City/SocialCom/SustainCom (SmartCity), pp. 222–228. IEEE, Piscataway (2015)
47.
Zurück zum Zitat Purohit, H., Dalal, M., Singh, P., Nissima, B., Moorthy, V., Vemuri, A., Krishnan, V., Khursheed, R., Balachandran, S., Kushwah, H., et al.: Empowering crisis response-led citizen communities: lessons learned from jkfloodrelief.org initiative. In: Strategic Management and Leadership for Systems Development in Virtual Spaces, pp. 270–292. IGI Global, Pennsylvania (2016) Purohit, H., Dalal, M., Singh, P., Nissima, B., Moorthy, V., Vemuri, A., Krishnan, V., Khursheed, R., Balachandran, S., Kushwah, H., et al.: Empowering crisis response-led citizen communities: lessons learned from jkfloodrelief.org initiative. In: Strategic Management and Leadership for Systems Development in Virtual Spaces, pp. 270–292. IGI Global, Pennsylvania (2016)
48.
Zurück zum Zitat Purohit, H., Castillo, C., Imran, M., Pandey, R.: Social-eoc: serviceability model to rank social media requests for emergency operation centers. In: 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), pp. 119–126. IEEE, Piscataway (2018) Purohit, H., Castillo, C., Imran, M., Pandey, R.: Social-eoc: serviceability model to rank social media requests for emergency operation centers. In: 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), pp. 119–126. IEEE, Piscataway (2018)
49.
Zurück zum Zitat Rand, W., Herrmann, J., Schein, B., Vodopivec, N.: An agent-based model of urgent diffusion in social media. J. Artif. Soc. Soc. Simul. 18(2), 1 (2015)CrossRef Rand, W., Herrmann, J., Schein, B., Vodopivec, N.: An agent-based model of urgent diffusion in social media. J. Artif. Soc. Soc. Simul. 18(2), 1 (2015)CrossRef
50.
Zurück zum Zitat Reuter, C., Heger, O., Pipek, V.: Combining real and virtual volunteers through social media. In: Proceedings of 10th International Conference on Information Systems for Crisis Response and Management (2013) Reuter, C., Heger, O., Pipek, V.: Combining real and virtual volunteers through social media. In: Proceedings of 10th International Conference on Information Systems for Crisis Response and Management (2013)
51.
Zurück zum Zitat Reuter, C., Hughes, A.L., Kaufhold, M.A.: Social media in crisis management: an evaluation and analysis of crisis informatics research. Int. J. Hum. Comput. Interact. 34(4), 280–294 (2018)CrossRef Reuter, C., Hughes, A.L., Kaufhold, M.A.: Social media in crisis management: an evaluation and analysis of crisis informatics research. Int. J. Hum. Comput. Interact. 34(4), 280–294 (2018)CrossRef
52.
Zurück zum Zitat Rogstadius, J., Vukovic, M., Teixeira, C., Kostakos, V., Karapanos, E., Laredo, J.A.: Crisistracker: crowdsourced social media curation for disaster awareness. IBM J. Res. Devel. 57(5), 4–1 (2013)CrossRef Rogstadius, J., Vukovic, M., Teixeira, C., Kostakos, V., Karapanos, E., Laredo, J.A.: Crisistracker: crowdsourced social media curation for disaster awareness. IBM J. Res. Devel. 57(5), 4–1 (2013)CrossRef
53.
Zurück zum Zitat 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, New York (2010) 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, New York (2010)
54.
Zurück zum Zitat Schnebele, E., Cervone, G., Waters, N.: Road assessment after flood events using non-authoritative data. Nat. Hazards Earth Syst. Sci. 14(4), 1007–1015 (2014)CrossRef Schnebele, E., Cervone, G., Waters, N.: Road assessment after flood events using non-authoritative data. Nat. Hazards Earth Syst. Sci. 14(4), 1007–1015 (2014)CrossRef
55.
Zurück zum Zitat Schneider, S.K.: Governmental response to disasters: the conflict between bureaucratic procedures and emergent norms. Public Adm. Rev. 52(2), 135–145 (1992)CrossRef Schneider, S.K.: Governmental response to disasters: the conflict between bureaucratic procedures and emergent norms. Public Adm. Rev. 52(2), 135–145 (1992)CrossRef
56.
Zurück zum Zitat Serrano, E., Iglesias, C.A., Garijo, M.: A survey of twitter rumor spreading simulations. In: Computational Collective Intelligence, pp. 113–122. Springer, Cham (2015) Serrano, E., Iglesias, C.A., Garijo, M.: A survey of twitter rumor spreading simulations. In: Computational Collective Intelligence, pp. 113–122. Springer, Cham (2015)
57.
Zurück zum Zitat Sheth, A.: Citizen sensing, social signals, and enriching human experience. IEEE Internet Comput. 13(4), 87–92 (2009)CrossRef Sheth, A.: Citizen sensing, social signals, and enriching human experience. IEEE Internet Comput. 13(4), 87–92 (2009)CrossRef
58.
Zurück zum Zitat Sheth, A., Purohit, H., Smith, G.A., Brunn, J., Jadhav, A., Kapanipathi, P., Lu, C., Wang, W.: Twitris: A System for Collective Social Intelligence, pp. 1–23. Springer, New York (2017) Sheth, A., Purohit, H., Smith, G.A., Brunn, J., Jadhav, A., Kapanipathi, P., Lu, C., Wang, W.: Twitris: A System for Collective Social Intelligence, pp. 1–23. Springer, New York (2017)
59.
Zurück zum Zitat Simon, T., Goldberg, A., Aharonson-Daniel, L., Leykin, D., Adini, B.: Twitter in the cross fire – the use of social media in the westgate mall terror attack in kenya. PloS One 9(8), e104136 (2014)CrossRef Simon, T., Goldberg, A., Aharonson-Daniel, L., Leykin, D., Adini, B.: Twitter in the cross fire – the use of social media in the westgate mall terror attack in kenya. PloS One 9(8), e104136 (2014)CrossRef
60.
Zurück zum Zitat Smith, W.R., Robertson, B.W., Murthy, D., Stephens, K.K., Li, J.: Social media in citizen-led disaster response: rescuer roles, coordination challenges, and untapped potential. In: ISCRAM, pp. 639–648 (2018) Smith, W.R., Robertson, B.W., Murthy, D., Stephens, K.K., Li, J.: Social media in citizen-led disaster response: rescuer roles, coordination challenges, and untapped potential. In: ISCRAM, pp. 639–648 (2018)
61.
Zurück zum Zitat Sorensen, J.H., Sorensen, B.V.: Community processes: warning and evacuation. In: Handbook of Disaster Research, pp. 183–199. Springer, New York (2007) Sorensen, J.H., Sorensen, B.V.: Community processes: warning and evacuation. In: Handbook of Disaster Research, pp. 183–199. Springer, New York (2007)
62.
Zurück zum Zitat Stallings, R.A., Quarantelli, E.L.: Emergent citizen groups and emergency management. Public Adm. Rev. 45, 93–100 (1985)CrossRef Stallings, R.A., Quarantelli, E.L.: Emergent citizen groups and emergency management. Public Adm. Rev. 45, 93–100 (1985)CrossRef
63.
Zurück zum Zitat Starbird, K., Muzny, G., Palen, L.: Learning from the crowd: collaborative filtering techniques for identifying on-the-ground Twitterers during mass disruptions. In: ISCRAM (2012) Starbird, K., Muzny, G., Palen, L.: Learning from the crowd: collaborative filtering techniques for identifying on-the-ground Twitterers during mass disruptions. In: ISCRAM (2012)
64.
Zurück zum Zitat Starbird, K., Maddock, J., Orand, M., Achterman, P., Mason, R.M.: Rumors, false flags, and digital vigilantes: misinformation on twitter after the 2013 Boston marathon bombing. In: iConference 2014 Proceedings (2014) Starbird, K., Maddock, J., Orand, M., Achterman, P., Mason, R.M.: Rumors, false flags, and digital vigilantes: misinformation on twitter after the 2013 Boston marathon bombing. In: iConference 2014 Proceedings (2014)
65.
Zurück zum Zitat Stokes, C., Senkbeil, J.C.: Facebook and Twitter, communication and shelter, and the 2011 Tuscaloosa tornado. Disasters 41(1), 194–208 (2017)CrossRef Stokes, C., Senkbeil, J.C.: Facebook and Twitter, communication and shelter, and the 2011 Tuscaloosa tornado. Disasters 41(1), 194–208 (2017)CrossRef
67.
Zurück zum Zitat Sutton, J.N., Palen, L., Shklovski, I.: Backchannels on the front lines: emergency uses of social media in the 2007 southern California wildfires. In: ISCRAM, pp. 624–632 (2008) Sutton, J.N., Palen, L., Shklovski, I.: Backchannels on the front lines: emergency uses of social media in the 2007 southern California wildfires. In: ISCRAM, pp. 624–632 (2008)
68.
Zurück zum Zitat Taylor, J.G., Gillette, S.C., Hodgson, R.W., Downing, J.L.: Communicating with wildland interface communities during wildfire. Technical report, US Geological Survey (2005) Taylor, J.G., Gillette, S.C., Hodgson, R.W., Downing, J.L.: Communicating with wildland interface communities during wildfire. Technical report, US Geological Survey (2005)
69.
Zurück zum Zitat Temnikova, I.P., Castillo, C., Vieweg, S.: Emterms 1.0: a terminological resource for crisis tweets. In: ISCRAM, pp. 147–157 (2015) Temnikova, I.P., Castillo, C., Vieweg, S.: Emterms 1.0: a terminological resource for crisis tweets. In: ISCRAM, pp. 147–157 (2015)
71.
Zurück zum Zitat Thomson, R., Ito, N., Suda, H., Lin, F., Liu, Y., Hayasaka, R., Isochi, R., Wang, Z.: Trusting tweets: the Fukushima disaster and information source credibility on twitter. In: ISCRAM (2012) Thomson, R., Ito, N., Suda, H., Lin, F., Liu, Y., Hayasaka, R., Isochi, R., Wang, Z.: Trusting tweets: the Fukushima disaster and information source credibility on twitter. In: ISCRAM (2012)
74.
Zurück zum Zitat Varga, I., Sano, M., Torisawa, K., Hashimoto, C., Ohtake, K., Kawai, T., Oh, J.H., De Saeger, S.: Aid is out there: looking for help from tweets during a large scale disaster. In: ACL, vol. 1, pp. 1619–1629 (2013) Varga, I., Sano, M., Torisawa, K., Hashimoto, C., Ohtake, K., Kawai, T., Oh, J.H., De Saeger, S.: Aid is out there: looking for help from tweets during a large scale disaster. In: ACL, vol. 1, pp. 1619–1629 (2013)
75.
Zurück zum Zitat Vieweg, S.E.: Situational awareness in mass emergency: a behavioral and linguistic analysis of microblogged communications. Ph.D. thesis, University of Colorado at Boulder (2012) Vieweg, S.E.: Situational awareness in mass emergency: a behavioral and linguistic analysis of microblogged communications. Ph.D. thesis, University of Colorado at Boulder (2012)
77.
Zurück zum Zitat Yin, J., Lampert, A., Cameron, M., Robinson, B., Power, R.: Using social media to enhance emergency situation awareness. IEEE Intell. Syst. 27(6), 52–59 (2012)CrossRef Yin, J., Lampert, A., Cameron, M., Robinson, B., Power, R.: Using social media to enhance emergency situation awareness. IEEE Intell. Syst. 27(6), 52–59 (2012)CrossRef
78.
Zurück zum Zitat Zafarani, R., Abbasi, M.A., Liu, H.: Social Media Mining: An Introduction. Cambridge University Press, Cambridge (2014)CrossRef Zafarani, R., Abbasi, M.A., Liu, H.: Social Media Mining: An Introduction. Cambridge University Press, Cambridge (2014)CrossRef
Metadaten
Titel
Social Media Mining for Disaster Management and Community Resilience
verfasst von
Hemant Purohit
Steve Peterson
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-48099-8_5

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