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Volumn 12, Issue 11, 2019, Pages 1300-1318

Social and geographical disparities in Twitter use during Hurricane Harvey

Author keywords

digital divide; emergency management; Hurricane Harvey; social and geographical disparities; Social media; Twitter

Indexed keywords

BEHAVIORAL RESEARCH; CIVIL DEFENSE; DATA MINING; DISASTERS; HURRICANES; REGRESSION ANALYSIS; RISK MANAGEMENT;

EID: 85058103856     PISSN: 17538947     EISSN: 17538955     Source Type: Journal    
DOI: 10.1080/17538947.2018.1545878     Document Type: Article
Times cited : (101)

References (49)
  • 1
    • 85042716122 scopus 로고    scopus 로고
    • Citizen Observations Contributing to Flood Modelling: Opportunities and Challenges
    • Assumpção, T. H., I., Popescu, A., Jonoski, and D. P., Solomatine. 2018. “Citizen Observations Contributing to Flood Modelling: Opportunities and Challenges.” Hydrology and Earth System Sciences 22 (2): 1473–1489. doi:10.5194/hess-22-1473-2018.
    • (2018) Hydrology and Earth System Sciences , vol.22 , Issue.2 , pp. 1473-1489
    • Assumpção, T.H.1    Popescu, I.2    Jonoski, A.3    Solomatine, D.P.4
  • 2
    • 85048115746 scopus 로고    scopus 로고
    • AL092017. National Hurricane Center Tropical Cyclone Report. National Hurricane Center
    • Blake, Eric S., and David A., Zelinsky. 2018. Hurricane Harvey. AL092017. National Hurricane Center Tropical Cyclone Report. National Hurricane Center. https://www.nhc.noaa.gov/data/tcr/AL092017_Harvey.pdf.
    • (2018) Hurricane Harvey
    • Blake, E.S.1    Zelinsky, D.A.2
  • 3
    • 79953102821 scopus 로고    scopus 로고
    • Twitter Mood Predicts the Stock Market
    • Bollen, Johan, Huina, Mao, and Xiaojun, Zeng. 2011. “Twitter Mood Predicts the Stock Market.” Journal of Computational Science 2 (1): 1–8. doi:10.1016/j.jocs.2010.12.007.
    • (2011) Journal of Computational Science , vol.2 , Issue.1 , pp. 1-8
    • Bollen, J.1    Mao, H.2    Zeng, X.3
  • 4
    • 85044058997 scopus 로고    scopus 로고
    • Modeling the Dynamics of Community Resilience to Coastal Hazards Using a Bayesian Network
    • Cai, Heng, Nina S. N., Lam, Lei, Zou, and Yi, Qiang. 2018. “Modeling the Dynamics of Community Resilience to Coastal Hazards Using a Bayesian Network.” Annals of the American Association of Geographers 108 (5): 1260–1279. doi:10.1080/24694452.2017.1421896.
    • (2018) Annals of the American Association of Geographers , vol.108 , Issue.5 , pp. 1260-1279
    • Cai, H.1    Lam, N.S.N.2    Zou, L.3    Qiang, Y.4
  • 5
    • 84960113586 scopus 로고    scopus 로고
    • Assessing Community Resilience to Coastal Hazards in the Lower Mississippi River Basin
    • Cai, Heng, Nina S.-N., Lam, Lei, Zou, Yi, Qiang, and Kenan, Li. 2016. “Assessing Community Resilience to Coastal Hazards in the Lower Mississippi River Basin.” Water 8 (2): 46. doi:10.3390/w8020046.
    • (2016) Water , vol.8 , Issue.2 , pp. 46
    • Cai, H.1    Lam, N.S.N.2    Zou, L.3    Qiang, Y.4    Li, K.5
  • 6
    • 84942938595 scopus 로고    scopus 로고
    • Climate Change Sentiment on Twitter: An Unsolicited Public Opinion Poll
    • Cody, Emily M., Andrew J., Reagan, Lewis, Mitchell, Peter Sheridan, Dodds, and Christopher M., Danforth. 2015. “Climate Change Sentiment on Twitter: An Unsolicited Public Opinion Poll.” PLOS ONE 10 (8): e0136092. doi:10.1371/journal.pone.0136092.
    • (2015) PLOS ONE , vol.10 , Issue.8
    • Cody, E.M.1    Reagan, A.J.2    Mitchell, L.3    Dodds, P.S.4    Danforth, C.M.5
  • 7
    • 84861833360 scopus 로고    scopus 로고
    • Using Social Media to Build Community Disaster Resilience
    • Dufty, Neil., 2012. “Using Social Media to Build Community Disaster Resilience.” Australian Journal of Emergency Management, The 27 (1): 40.
    • (2012) Australian Journal of Emergency Management, The , vol.27 , Issue.1 , pp. 40
    • Dufty, N.1
  • 8
    • 77950541070 scopus 로고    scopus 로고
    • Earthquake Twitter
    • Earle, Paul., 2010. “Earthquake Twitter.” Nature Geoscience 3 (April): 221–222. doi:10.1038/ngeo832.
    • (2010) Nature Geoscience , vol.3 , Issue.April , pp. 221-222
    • Earle, P.1
  • 9
    • 84855995176 scopus 로고    scopus 로고
    • Twitter Earthquake Detection: Earthquake Monitoring in a Social World
    • Earle, Paul S., Daniel C., Bowden, and Michelle, Guy. 2012. “Twitter Earthquake Detection: Earthquake Monitoring in a Social World.” Annals of Geophysics 54 (6), doi:10.4401/ag-5364.
    • (2012) Annals of Geophysics , vol.54 , Issue.6
    • Earle, P.S.1    Bowden, D.C.2    Guy, M.3
  • 11
    • 3543073059 scopus 로고    scopus 로고
    • How Hurricane Harvey Became So Destructive. January 20, sec. Climate
    • Friedman, Lisa, and John, Schwartz. 2018. “How Hurricane Harvey Became So Destructive.” The New York Times, January 20, sec. Climate. https://www.nytimes.com/2017/08/28/climate/how-hurricane-harvey-became-so-destructive.html.
    • (2018) The New York Times
    • Friedman, L.1    Schwartz, J.2
  • 12
    • 84939894685 scopus 로고    scopus 로고
    • Using Social Media Data to Understand and Assess Disasters
    • Guan, Xiangyang, and Cynthia, Chen. 2014. “Using Social Media Data to Understand and Assess Disasters.” Natural Hazards 74 (2): 837–850. doi:10.1007/s11069-014-1217-1.
    • (2014) Natural Hazards , vol.74 , Issue.2 , pp. 837-850
    • Guan, X.1    Chen, C.2
  • 13
    • 85058087822 scopus 로고    scopus 로고
    • VADER: A Parsimonious Rule-Based Model for Sentiment Analysis of Social Media Text. 10
    • Hutto, C. J., and Eric, Gilbert. 2014. “VADER: A Parsimonious Rule-Based Model for Sentiment Analysis of Social Media Text." 10
    • (2014)
    • Hutto, C.J.1    Gilbert, E.2
  • 14
    • 84878605190 scopus 로고    scopus 로고
    • Spatial Patterns and Demographic Indicators of Effective Social Media Content During TheHorsethief Canyon Fire of 2012
    • Kent, Joshua D., and Henry T., JrCapello. 2013. “Spatial Patterns and Demographic Indicators of Effective Social Media Content During TheHorsethief Canyon Fire of 2012.” Cartography and Geographic Information Science 40 (2): 78–89. doi:10.1080/15230406.2013.776727.
    • (2013) Cartography and Geographic Information Science , vol.40 , Issue.2 , pp. 78-89
    • Kent, J.D.1    Capello, H.T.2
  • 15
    • 84919608820 scopus 로고    scopus 로고
    • People as Sensors: Mass Media and Local Temperature Influence Climate Change Discussion on Twitter
    • Kirilenko, Andrei P., Tatiana, Molodtsova, and Svetlana O., Stepchenkova. 2015. “People as Sensors: Mass Media and Local Temperature Influence Climate Change Discussion on Twitter.” Global Environmental Change 30 (January): 92–100. doi:10.1016/j.gloenvcha.2014.11.003.
    • (2015) Global Environmental Change , vol.30 , Issue.January , pp. 92-100
    • Kirilenko, A.P.1    Molodtsova, T.2    Stepchenkova, S.O.3
  • 16
    • 84901617244 scopus 로고    scopus 로고
    • Public Microblogging on Climate Change: One Year of Twitter Worldwide
    • Kirilenko, Andrei P., and Svetlana O., Stepchenkova. 2014. “Public Microblogging on Climate Change: One Year of Twitter Worldwide.” Global Environmental Change 26 (May): 171–182. doi:10.1016/j.gloenvcha.2014.02.008.
    • (2014) Global Environmental Change , vol.26 , Issue.May , pp. 171-182
    • Kirilenko, A.P.1    Stepchenkova, S.O.2
  • 17
    • 84923309286 scopus 로고    scopus 로고
    • Performance of Social Network Sensors During Hurricane Sandy
    • Kryvasheyeu, Yury, Haohui, Chen, Esteban, Moro, Pascal, Van Hentenryck, and Manuel, Cebrian. 2015. “Performance of Social Network Sensors During Hurricane Sandy.” PLOS ONE 10 (2): e0117288. doi:10.1371/journal.pone.0117288.
    • (2015) PLOS ONE , vol.10 , Issue.2
    • Kryvasheyeu, Y.1    Chen, H.2    Moro, E.3    Van Hentenryck, P.4    Cebrian, M.5
  • 19
  • 20
    • 84954549358 scopus 로고    scopus 로고
    • Measuring Community Resilience to Coastal Hazards Along the Northern Gulf of Mexico
    • Lam, Nina S.-N., Margaret, Reams, Kenan, Li, Chi, Li, and Lillian P., Mata. 2016. “Measuring Community Resilience to Coastal Hazards Along the Northern Gulf of Mexico.” Natural Hazards Review 17 (1): 04015013. doi:10.1061/(ASCE)NH.1527-6996.0000193.
    • (2016) Natural Hazards Review , vol.17 , Issue.1 , pp. 04015013
    • Lam, N.S.N.1    Reams, M.2    Li, K.3    Li, C.4    Mata, L.P.5
  • 21
    • 84878548460 scopus 로고    scopus 로고
    • Spatial, Temporal, and Socioeconomic Patterns in the Use of Twitter and Flickr
    • Li, Linna, Michael F., Goodchild, and Bo, Xu. 2013. “Spatial, Temporal, and Socioeconomic Patterns in the Use of Twitter and Flickr.” Cartography and Geographic Information Science 40 (2): 61–77. doi:10.1080/15230406.2013.777139.
    • (2013) Cartography and Geographic Information Science , vol.40 , Issue.2 , pp. 61-77
    • Li, L.1    Goodchild, M.F.2    Xu, B.3
  • 22
    • 84939785314 scopus 로고    scopus 로고
    • A Cyberinfrastructure for Community Resilience Assessment and Visualization
    • Li, Kenan, Nina S. N., Lam, Yi, Qiang, Lei, Zou, and Heng, Cai. 2015. “A Cyberinfrastructure for Community Resilience Assessment and Visualization.” Cartography and Geographic Information Science 42 (sup1): 34–39. doi:10.1080/15230406.2015.1060113.
    • (2015) Cartography and Geographic Information Science , vol.42 , Issue.sup1 , pp. 34-39
    • Li, K.1    Lam, N.S.N.2    Qiang, Y.3    Zou, L.4    Cai, H.5
  • 23
    • 85011931486 scopus 로고    scopus 로고
    • A Novel Approach to Leveraging Social Media for Rapid Flood Mapping: A Case Study of the 2015 South Carolina Floods
    • Li, Zhenlong, Cuizhen, Wang, Christopher T., Emrich, and Diansheng, Guo. 2018. “A Novel Approach to Leveraging Social Media for Rapid Flood Mapping: A Case Study of the 2015 South Carolina Floods.” Cartography and Geographic Information Science 45 (2): 97–110. doi:10.1080/15230406.2016.1271356.
    • (2018) Cartography and Geographic Information Science , vol.45 , Issue.2 , pp. 97-110
    • Li, Z.1    Wang, C.2    Emrich, C.T.3    Guo, D.4
  • 24
    • 84908506154 scopus 로고    scopus 로고
    • Social Media and Disasters: Current Uses, Future Options and Policy Considerations
    • Lindsay, Bruce R., 2011. “Social Media and Disasters: Current Uses, Future Options and Policy Considerations.” Journal of Current Issues in Media & Telecommunications 2 (4): 287.
    • (2011) Journal of Current Issues in Media & Telecommunications , vol.2 , Issue.4 , pp. 287
    • Lindsay, B.R.1
  • 25
    • 85047921801 scopus 로고    scopus 로고
    • Assessing Relevance of Tweets for Risk Communication
    • June
    • Liu, Xiaohui, Bandana, Kar, Chaoyang, Zhang, and David M., Cochran. 2018. “Assessing Relevance of Tweets for Risk Communication.” International Journal of Digital Earth, June. https://www.tandfonline.com/doi/abs/10.1080/17538947.2018.1480670.
    • (2018) International Journal of Digital Earth
    • Liu, X.1    Kar, B.2    Zhang, C.3    Cochran, D.M.4
  • 26
    • 85058070008 scopus 로고    scopus 로고
    • A Demographic Analysis of Online Sentiment During Hurricane Irene. Proceedings of the Second Workshop on Language Social Media, 27–36. LSM ’12. Stroudsburg, PA: Association for Computational Linguistics
    • Mandel, Benjamin, Culotta, Aron, Boulahanis, John, Stark, Danielle, Lewis, Bonnie, and Rodrigue, Jeremy. 2012. “A Demographic Analysis of Online Sentiment During Hurricane Irene.” Proceedings of the Second Workshop on Language in Social Media, 27–36. LSM ’12. Stroudsburg, PA: Association for Computational Linguistics. http://dl.acm.org/citation.cfm?id=2390374.2390378.
    • (2012)
    • Mandel, B.1    Aron, C.2    John, B.3    Danielle, S.4    Bonnie, L.5    Jeremy, R.6
  • 27
    • 85026460124 scopus 로고    scopus 로고
    • Leveraging Twitter to Gauge Evacuation Compliance: Spatiotemporal Analysis of Hurricane Matthew
    • Martín, Yago, Zhenlong, Li, and Susan L., Cutter. 2017. “Leveraging Twitter to Gauge Evacuation Compliance: Spatiotemporal Analysis of Hurricane Matthew.” PLOS ONE 12 (7): e0181701. doi:10.1371/journal.pone.0181701.
    • (2017) PLOS ONE , vol.12 , Issue.7
    • Martín, Y.1    Li, Z.2    Cutter, S.L.3
  • 28
    • 79960887663 scopus 로고    scopus 로고
    • Integrating Social Media into Emergency-Preparedness Efforts
    • Merchant, Raina M., Stacy, Elmer, and Nicole, Lurie. 2011. “Integrating Social Media into Emergency-Preparedness Efforts.” New England Journal of Medicine 365 (4): 289–291. doi:10.1056/NEJMp1103591.
    • (2011) New England Journal of Medicine , vol.365 , Issue.4 , pp. 289-291
    • Merchant, R.M.1    Elmer, S.2    Lurie, N.3
  • 30
    • 84891873898 scopus 로고    scopus 로고
    • The Role of Education on Disaster Preparedness: Case Study of 2012 Indian Ocean Earthquakes on Thailand’s Andaman Coast
    • Muttarak, Raya, and Wiraporn, Pothisiri. 2013. “The Role of Education on Disaster Preparedness: Case Study of 2012 Indian Ocean Earthquakes on Thailand’s Andaman Coast.” Ecology and Society 18 (4), http://www.jstor.org/stable/26269420. doi: 10.5751/ES-06101-180451
    • (2013) Ecology and Society , vol.18 , Issue.4
    • Muttarak, R.1    Pothisiri, W.2
  • 32
    • 85058077093 scopus 로고    scopus 로고
    • 2017 Atlantic Hurricane Season. Accessed July 7, 2018
    • NOAA (National Oceanic and Atmospheric Administration). 2018. “2017 Atlantic Hurricane Season.” Accessed July 7, 2018. https://www.nhc.noaa.gov/data/tcr/.
    • (2018)
  • 35
    • 84892478550 scopus 로고    scopus 로고
    • Measuring Capacity for Resilience among Coastal Counties of the U. S. Northern Gulf of Mexico Region
    • Reams, Margaret A., Nina S. N., Lam, and Ariele, Baker. 2012. “Measuring Capacity for Resilience among Coastal Counties of the U. S. Northern Gulf of Mexico Region.” American Journal of Climate Change 01 (December): 194–204. doi:10.4236/ajcc.2012.14016.
    • (2012) American Journal of Climate Change , vol.1 , Issue.December , pp. 194-204
    • Reams, M.A.1    Lam, N.S.N.2    Baker, A.3
  • 36
    • 85058097573 scopus 로고    scopus 로고
    • Building a Resilient Community through Social Network: Ethical Considerations about the 2011 Genoa Floods. 6
    • Rizza, Caroline, and Ângela Guimarães, Pereira. 2014. “Building a Resilient Community through Social Network: Ethical Considerations about the 2011 Genoa Floods.” 6.
    • (2014)
    • Rizza, C.1    Pereira, Â.G.2
  • 37
    • 84894218262 scopus 로고    scopus 로고
    • Mapping the Data Shadows of Hurricane Sandy: Uncovering the Sociospatial Dimensions of ‘Big Data’
    • Shelton, Taylor, Ate, Poorthuis, Mark, Graham, and Matthew, Zook. 2014. “Mapping the Data Shadows of Hurricane Sandy: Uncovering the Sociospatial Dimensions of ‘Big Data’.” Geoforum 52 (March): 167–179. doi:10.1016/j.geoforum.2014.01.006.
    • (2014) Geoforum , vol.52 , Issue.March , pp. 167-179
    • Shelton, T.1    Poorthuis, A.2    Graham, M.3    Zook, M.4
  • 38
    • 85058112090 scopus 로고    scopus 로고
    • Evaluating Two Freely Available Geocoding Tools for Geographical Inconsistencies and Geocoding Errors
    • Singh, Sushant K., 2017. “Evaluating Two Freely Available Geocoding Tools for Geographical Inconsistencies and Geocoding Errors.” Open Geospatial Data, Software and Standards 2 (1): 11. doi:10.1186/s40965-017-0026-3.
    • (2017) Open Geospatial Data, Software and Standards , vol.2 , Issue.1 , pp. 11
    • Singh, S.K.1
  • 39
    • 84923888276 scopus 로고    scopus 로고
    • Who Tweets? Deriving the Demographic Characteristics of Age, Occupation and Social Class from Twitter User Meta-Data
    • Sloan, Luke, Jeffrey, Morgan, Pete, Burnap, and Matthew, Williams. 2015. “Who Tweets? Deriving the Demographic Characteristics of Age, Occupation and Social Class from Twitter User Meta-Data.” PLOS ONE 10 (3): e0115545. doi:10.1371/journal.pone.0115545.
    • (2015) PLOS ONE , vol.10 , Issue.3
    • Sloan, L.1    Morgan, J.2    Burnap, P.3    Williams, M.4
  • 40
    • 34848891470 scopus 로고    scopus 로고
    • Coping with Floods: Preparedness, Response and Recovery of Flood-Affected Residents in Germany in 2002
    • Thieken, Annegret H., Heidi, Kreibich, Meike, Müller, and Bruno, Merz. 2007. “Coping with Floods: Preparedness, Response and Recovery of Flood-Affected Residents in Germany in 2002.” Hydrological Sciences Journal 52 (5): 1016–1037. doi:10.1623/hysj.52.5.1016.
    • (2007) Hydrological Sciences Journal , vol.52 , Issue.5 , pp. 1016-1037
    • Thieken, A.H.1    Kreibich, H.2    Müller, M.3    Merz, B.4
  • 41
    • 84939818338 scopus 로고    scopus 로고
    • Research Challenges and Opportunities in Mapping Social Media and Big Data
    • Tsou, Ming-Hsiang., 2015. “Research Challenges and Opportunities in Mapping Social Media and Big Data.” Cartography and Geographic Information Science 42 (sup1): 70–74. doi:10.1080/15230406.2015.1059251.
    • (2015) Cartography and Geographic Information Science , vol.42 , Issue.sup1 , pp. 70-74
    • Tsou, M.-H.1
  • 42
    • 84878541655 scopus 로고    scopus 로고
    • Visualization of Social Media: Seeing a Mirage or a Message?
    • Tsou, Ming-Hsiang, and Michael, Leitner. 2013. “Visualization of Social Media: Seeing a Mirage or a Message?” Cartography and Geographic Information Science 40 (2): 55–60. doi:10.1080/15230406.2013.776754.
    • (2013) Cartography and Geographic Information Science , vol.40 , Issue.2 , pp. 55-60
    • Tsou, M.-H.1    Leitner, M.2
  • 43
    • 84875436925 scopus 로고    scopus 로고
    • Geo-Spatial Event Detection in the Twitter Stream
    • Lecture Notes Computer Science, Berlin, Heidelberg: Springer: and
    • Walther, Maximilian, and Michael, Kaisser. 2013. “Geo-Spatial Event Detection in the Twitter Stream.” In Advances in Information Retrieval, 356–367. Lecture Notes in Computer Science. Berlin, Heidelberg: Springer. doi:10.1007/978-3-642-36973-5_30.
    • (2013) Advances in Information Retrieval , pp. 356-367
    • Walther, M.1    Kaisser, M.2
  • 44
    • 84919372647 scopus 로고    scopus 로고
    • Quantifying Human Mobility Perturbation and Resilience in Hurricane Sandy
    • Wang, Qi, and John E., Taylor. 2014. “Quantifying Human Mobility Perturbation and Resilience in Hurricane Sandy.” PLOS ONE 9 (11): e112608. doi:10.1371/journal.pone.0112608.
    • (2014) PLOS ONE , vol.9 , Issue.11
    • Wang, Q.1    Taylor, J.E.2
  • 45
    • 85058082898 scopus 로고    scopus 로고
    • Sentiment Analysis of Breast Cancer Screening the United States Using Twitter - Semantic Scholar. Porto, Portugal
    • Wong, Kai O., Faith G., Davis, Osmar R., Zaïane, and Yutaka, Yasui. 2016. “Sentiment Analysis of Breast Cancer Screening in the United States Using Twitter - Semantic Scholar.” In Porto, Portugal. https://pdfs.semanticscholar.org/10a6/16f71a8f2f2ba9d61091612bfd91e7da9d84.-pdf.
    • (2016)
    • Wong, K.O.1    Davis, F.G.2    Zaïane, O.R.3    Yasui, Y.4
  • 46
    • 84865343020 scopus 로고    scopus 로고
    • Using Social Media to Enhance Emergency Situation Awareness
    • Yin, J., A., Lampert, M., Cameron, B., Robinson, and R., Power. 2012. “Using Social Media to Enhance Emergency Situation Awareness.” IEEE Intelligent Systems 27 (6): 52–59. doi:10.1109/MIS.2012.6.
    • (2012) IEEE Intelligent Systems , vol.27 , Issue.6 , pp. 52-59
    • Yin, J.1    Lampert, A.2    Cameron, M.3    Robinson, B.4    Power, R.5
  • 47
    • 85058126375 scopus 로고    scopus 로고
    • Community Resilience Maricopa County, Arizona, USA: The Analysis of Indoor Heat-Related Death and Urban Thermal Environment. Madison, Wisconsin, USA
    • Zhao, Qunshan, Heather, Fischer, Wei, Luo, and Elizabeth, Wentz. 2018. “Community Resilience in Maricopa County, Arizona, USA: The Analysis of Indoor Heat-Related Death and Urban Thermal Environment.” In Madison, Wisconsin, USA. https://www.researchgate.net/publication/325247226_Community_Resilience_in_Maricopa_County_Arizona_USA_The_Analysis_of_Indoor_Heat-related_Death_and_Urban_Thermal_Environment.
    • (2018)
    • Zhao, Q.1    Fischer, H.2    Luo, W.3    Wentz, E.4
  • 48
    • 84958959243 scopus 로고    scopus 로고
    • Evaluating Land Subsidence Rates and Their Implications for Land Loss in the Lower Mississippi River Basin
    • Zou, Lei, Joshua, Kent, Nina S.-N., Lam, Heng, Cai, Yi, Qiang, and Kenan, Li. 2015. “Evaluating Land Subsidence Rates and Their Implications for Land Loss in the Lower Mississippi River Basin.” Water 8 (1): 10. doi:10.3390/w8010010.
    • (2015) Water , vol.8 , Issue.1 , pp. 10
    • Zou, L.1    Kent, J.2    Lam, N.S.N.3    Cai, H.4    Qiang, Y.5    Li, K.6
  • 49
    • 85044077100 scopus 로고    scopus 로고
    • Mining Twitter Data for Improved Understanding of Disaster Resilience
    • Zou, Lei, Nina S. N., Lam, Heng, Cai, and Yi, Qiang. 2018. “Mining Twitter Data for Improved Understanding of Disaster Resilience.” Annals of the American Association of Geographers 108: 1422–1441. doi:10.1080/24694452.2017.1421897.
    • (2018) Annals of the American Association of Geographers , vol.108 , pp. 1422-1441
    • Zou, L.1    Lam, N.S.N.2    Cai, H.3    Qiang, Y.4


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