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Volumn 107, Issue 5, 2017, Pages 1028-1039

Area-Based Topic Modeling and Visualization of Social Media for Qualitative GIS

Author keywords

big data; qualitative GIS; social media analysis; topic model; visualization

Indexed keywords

GIS; MODELING; QUALITATIVE ANALYSIS; SOCIAL MEDIA; SPATIAL DATA; VISUALIZATION;

EID: 85017102034     PISSN: 24694452     EISSN: 24694460     Source Type: Journal    
DOI: 10.1080/24694452.2017.1293499     Document Type: Article
Times cited : (29)

References (76)
  • 1
    • 85023161060 scopus 로고    scopus 로고
    • Allen, J. 2003. Natural language processing. In Encyclopedia of computer science (4th ed., 1218–22). Chichester, UK:Wiley. http://dl.acm.org/citation.cfm?id=1074630&CFID=737058752&CFTOKEN=58477774 (last accessed 13 March 2017).
  • 3
    • 84873615803 scopus 로고    scopus 로고
    • 2012 International Conference on Privacy, Security, Risk and Trust and 2012 International Conference on Social Computing, Piscataway, NJ: June
    • Bauer, S., A., Noulas, D. O., Seaghdha, S., Clark, and C., Mascolo. 2012. Talking places:Modelling and analysing linguistic content in Foursquare. In 2012 International Conference on Privacy, Security, Risk and Trust and 2012 International Conference on Social Computing, 348–57. Piscataway, NJ:IEEE. http://ieeexplore.ieee.org/articleDetails.jsp?arnumber=6406375 (last accessed 22June2015).
    • (2012) Talking places: Modelling and analysing linguistic content in Foursquare , pp. 348-357
    • Bauer, S.1    Noulas, A.2    Seaghdha, D.O.3    Clark, S.4    Mascolo, C.5
  • 5
    • 85023204202 scopus 로고    scopus 로고
    • Paper presented at the Fifth International AAAI Conference on Weblogs and Social Media, February
    • Becker, H., M., Naaman, and L., Gravano. 2011. Beyond trending topics:Real-world event identification on Twitter. Paper presented at the Fifth International AAAI Conference on Weblogs and Social Media. http://academiccommons.columbia.edu/catalog/ac:135415 (last accessed 26February2016).
    • (2011) Beyond trending topics: Real-world event identification on Twitter
    • Becker, H.1    Naaman, M.2    Gravano, L.3
  • 6
    • 36249007013 scopus 로고    scopus 로고
    • Towards the construction of place-specific measures of deprivation: A case study from the Vancouver metropolitan area
    • Bell, N., N., Schuurman, L., Oliver, and M. V., Hayes. 2007. Towards the construction of place-specific measures of deprivation:A case study from the Vancouver metropolitan area. The Canadian Geographer/Le Géographe canadien 51 (4):444–61.
    • (2007) The Canadian Geographer/Le Géographe canadien , vol.51 , Issue.4 , pp. 444-461
    • Bell, N.1    Schuurman, N.2    Oliver, L.3    Hayes, M.V.4
  • 8
    • 67650705495 scopus 로고    scopus 로고
    • Topic and trend detection in text collections using laent Dirichlet allocation
    • Boughanem M., Berrut C., Mothe J., Soule-Dupuy C., (eds), Berlin: Springer
    • Bolelli, L., S., Ertekin, and C. L., Giles. 2009. Topic and trend detection in text collections using laent Dirichlet allocation. In Advances in information retrieval, ed. M., Boughanem, C., Berrut, J., Mothe, and C., Soule-Dupuy, 776–80. Berlin:Springer.
    • (2009) Advances in information retrieval , pp. 776-780
    • Bolelli, L.1    Ertekin, S.2    Giles, C.L.3
  • 9
    • 84897638247 scopus 로고    scopus 로고
    • Associations between alcohol, smoking, socioeconomic status and comorbidities: Evidence from the 45 and Up Study
    • Bonevski, B., T., Regan, C., Paul, A. L., Baker, and A., Bisquera. 2014. Associations between alcohol, smoking, socioeconomic status and comorbidities:Evidence from the 45 and Up Study. Drug and Alcohol Review 33 (2):169–76.
    • (2014) Drug and Alcohol Review , vol.33 , Issue.2 , pp. 169-176
    • Bonevski, B.1    Regan, T.2    Paul, C.3    Baker, A.L.4    Bisquera, A.5
  • 10
    • 50349093004 scopus 로고    scopus 로고
    • Queering the map: The productive tensions of colliding epistemologies
    • Brown, M., and L., Knopp. 2008. Queering the map:The productive tensions of colliding epistemologies. Annals of the Association of American Geographers 98 (1):40–58.
    • (2008) Annals of the Association of American Geographers , vol.98 , Issue.1 , pp. 40-58
    • Brown, M.1    Knopp, L.2
  • 11
    • 84255200924 scopus 로고    scopus 로고
    • Individual and area socioeconomic inequalities in cause-specific unintentional injury mortality: 11-year follow-up study of 2.7 million Canadians
    • Burrows, S., N., Auger, P., Gamache, and D., Hamel. 2012. Individual and area socioeconomic inequalities in cause-specific unintentional injury mortality:11-year follow-up study of 2.7 million Canadians. Accident Analysis & Prevention 45:99–106.
    • (2012) Accident Analysis & Prevention , vol.45 , pp. 99-106
    • Burrows, S.1    Auger, N.2    Gamache, P.3    Hamel, D.4
  • 12
    • 0028559395 scopus 로고
    • Participatory rural appraisal (PRA): Analysis of experience
    • Chambers, R., 1994. Participatory rural appraisal (PRA):Analysis of experience. World Development 22 (9):1253–68.
    • (1994) World Development , vol.22 , Issue.9 , pp. 1253-1268
    • Chambers, R.1
  • 15
    • 84970296689 scopus 로고
    • Image, practice and the hidden impacts of geographic information systems
    • Curry, M., 1994. Image, practice and the hidden impacts of geographic information systems. Progress in Human Geography 18 (4):441–59.
    • (1994) Progress in Human Geography , vol.18 , Issue.4 , pp. 441-459
    • Curry, M.1
  • 16
    • 84989213714 scopus 로고    scopus 로고
    • Inflated granularity: Spatial “Big Data” and geodemographics
    • Dalton, C. M., and J., Thatcher. 2015. Inflated granularity:Spatial “Big Data” and geodemographics. Big Data & Society 2 (2):1–15.
    • (2015) Big Data & Society , vol.2 , Issue.2 , pp. 15
    • Dalton, C.M.1    Thatcher, J.2
  • 17
    • 80053392186 scopus 로고    scopus 로고
    • Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing, Stroudsburg, PA:
    • Daniel, R., D., Hall, R., Nallapati, and C. D., Manning. 2009. Labeled LDA:A supervised topic model for credit attribution in multi-labeled corpora. In Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing. Vol. 1, 248–56. Stroudsburg, PA:Association for Computational Linguistics. https://www.aclweb.org/mirror/acl2009/main/programcommittee.html (last accessed 20 March 2017).
    • (2009) Labeled LDA: A supervised topic model for credit attribution in multi-labeled corpora , vol.1 , pp. 248-256
    • Daniel, R.1    Hall, D.2    Nallapati, R.3    Manning, C.D.4
  • 18
    • 84947740340 scopus 로고    scopus 로고
    • Pew Research Center, September
    • Duggan, M., 2015. Mobile messaging and social media 2015. Pew Research Center. http://www.pewinternet.org/2015/08/19/mobile-messaging-and-social-media-2015/ (last accessed 27September2016).
    • (2015) Mobile messaging and social media 2015
    • Duggan, M.1
  • 19
    • 33750043277 scopus 로고    scopus 로고
    • Beyond cooptation or resistance: Urban spatial politics, community organizations, and GIS-based spatial narratives
    • Elwood, S., 2006. Beyond cooptation or resistance:Urban spatial politics, community organizations, and GIS-based spatial narratives. Annals of the Association of American Geographers 96 (2):323–41.
    • (2006) Annals of the Association of American Geographers , vol.96 , Issue.2 , pp. 323-341
    • Elwood, S.1
  • 20
    • 49849099806 scopus 로고    scopus 로고
    • Volunteered geographic information: Future research directions motivated by critical, participatory, and feminist GIS
    • ———. 2008. Volunteered geographic information:Future research directions motivated by critical, participatory, and feminist GIS. GeoJournal 72 (3–4):173–83.
    • (2008) GeoJournal , vol.72 , Issue.3-4 , pp. 173-183
    • Elwood, S.1
  • 22
    • 84932626471 scopus 로고    scopus 로고
    • Prospects for VGI research and the emerging fourth paradigm
    • Sui D., Elwood S., Goodchild M., (eds), Dordrecht, The Netherlands: Springer
    • Elwood, S., M. F., Goodchild, and D., Sui. 2013. Prospects for VGI research and the emerging fourth paradigm. In Crowdsourcing geographic knowledge, ed. D., Sui, S., Elwood, and M., Goodchild, 361–75. Dordrecht, The Netherlands:Springer.
    • (2013) Crowdsourcing geographic knowledge , pp. 361-375
    • Elwood, S.1    Goodchild, M.F.2    Sui, D.3
  • 23
    • 84878526821 scopus 로고    scopus 로고
    • What are we “tweeting” about obesity? Mapping tweets with topic modeling and geographic information systems
    • Ghosh, D. D., and R., Guha. 2013. What are we “tweeting” about obesity? Mapping tweets with topic modeling and geographic information systems. Cartography and Geographic Information Science 40 (2):90–102.
    • (2013) Cartography and Geographic Information Science , vol.40 , Issue.2 , pp. 90-102
    • Ghosh, D.D.1    Guha, R.2
  • 24
    • 36749037169 scopus 로고    scopus 로고
    • Citizens as sensors: The world of volunteered geography
    • Goodchild, M. F., 2007. Citizens as sensors:The world of volunteered geography. GeoJournal 69 (4):211–21.
    • (2007) GeoJournal , vol.69 , Issue.4 , pp. 211-221
    • Goodchild, M.F.1
  • 25
    • 84947806278 scopus 로고    scopus 로고
    • You are what you tweet: Connecting the geographic variation in America's obesity rate to Twitter content
    • Gore, R. J., S., Diallo, and J., Padilla. 2015. You are what you tweet:Connecting the geographic variation in America's obesity rate to Twitter content. PLoS ONE 10 (9):e0133505.
    • (2015) PLoS ONE , vol.10 , Issue.9 , pp. e0133505
    • Gore, R.J.1    Diallo, S.2    Padilla, J.3
  • 26
    • 57049135121 scopus 로고    scopus 로고
    • Web mapping 2.0: The neogeography of the GeoWeb
    • Haklay, M., A., Singleton, and C., Parker. 2008. Web mapping 2.0:The neogeography of the GeoWeb. Geography Compass 2 (6):2011–39.
    • (2008) Geography Compass , vol.2 , Issue.6 , pp. 2011-2039
    • Haklay, M.1    Singleton, A.2    Parker, C.3
  • 28
    • 77954595225 scopus 로고    scopus 로고
    • Proceedings of the 19th International Conference on World Wide Web—WWW ’10, New York: (last accessed 20 March 2017)
    • Hao, Q., R., Cai, C., Wang, R., Xiao, J.-M., Yang, Y., Pang, and L., Zhang. 2010. Equip tourists with knowledge mined from travelogues. In Proceedings of the 19th International Conference on World Wide Web—WWW ’10, 401–10. New York:ACM Press. http://www2010.org/www/committee/index.html (last accessed 20 March 2017).
    • (2010) Equip tourists with knowledge mined from travelogues , pp. 401-410
    • Hao, Q.1    Cai, R.2    Wang, C.3    Xiao, R.4    Yang, J.-M.5    Pang, Y.6    Zhang, L.7
  • 30
  • 31
    • 0031785177 scopus 로고    scopus 로고
    • Boundary objects and the social construction of GIS technology
    • Harvey, F., and N., Chrisman. 1998. Boundary objects and the social construction of GIS technology. Environment and Planning A 30 (9):1683–94.
    • (1998) Environment and Planning A , vol.30 , Issue.9 , pp. 1683-1694
    • Harvey, F.1    Chrisman, N.2
  • 33
    • 79958085453 scopus 로고    scopus 로고
    • Proceedings of the 2011 Annual Conference on Human Factors in Computing Systems—CHI ’11, New York:
    • Hecht, B., L., Hong, B., Suh, and E. H., Chi. 2011. Tweets from Justin Bieber's heart. In Proceedings of the 2011 Annual Conference on Human Factors in Computing Systems—CHI ’11, 237–46. New York:ACM Press.
    • (2011) Tweets from Justin Bieber's heart , pp. 237-246
    • Hecht, B.1    Hong, L.2    Suh, B.3    Chi, E.H.4
  • 34
    • 84860842710 scopus 로고    scopus 로고
    • Proceedings of the 21st International Conference on World Wide Web—WWW ’12, New York:(last accessed 20 March 2017)
    • Hong, L., A., Ahmed, S., Gurumurthy, A. J., Smola, and K., Tsioutsiouliklis. 2012. Discovering geographical topics in the Twitter stream. In Proceedings of the 21st International Conference on World Wide Web—WWW ’12, 769–78. New York:ACM Press. https://www2012.org/committee/program-committee/ (last accessed 20 March 2017).
    • (2012) Discovering geographical topics in the Twitter stream , pp. 769-778
    • Hong, L.1    Ahmed, A.2    Gurumurthy, S.3    Smola, A.J.4    Tsioutsiouliklis, K.5
  • 36
    • 84961356593 scopus 로고    scopus 로고
    • Code clouds: Qualitative geovisualization of geotweets
    • ———. 2015. Code clouds:Qualitative geovisualization of geotweets. The Canadian Geographer / Le Géographe canadien 59 (1):52–68.
    • (2015) The Canadian Geographer / Le Géographe canadien , vol.59 , Issue.1 , pp. 52-68
    • Jung, J.-K.1
  • 37
    • 84930821741 scopus 로고    scopus 로고
    • A scientometric review of emerging trends and new developments in recommendation systems
    • Kim, M. C., and C., Chen. 2015. A scientometric review of emerging trends and new developments in recommendation systems. Scientometrics 104 (1):239–63.
    • (2015) Scientometrics , vol.104 , Issue.1 , pp. 239-263
    • Kim, M.C.1    Chen, C.2
  • 38
    • 84975094129 scopus 로고    scopus 로고
    • Big data and human geography: Opportunities, challenges and risks
    • Kitchin, R., 2013. Big data and human geography:Opportunities, challenges and risks. Dialogues in Human Geography 3 (3):262–67.
    • (2013) Dialogues in Human Geography , vol.3 , Issue.3 , pp. 262-267
    • Kitchin, R.1
  • 39
    • 84872780268 scopus 로고    scopus 로고
    • Proceedings of the 20th International Conference on Advances in Geographic Information Systems—SIGSPATIAL ’12, New York:
    • Kling, F., and A., Pozdnoukhov. 2012. When a city tells a story. In Proceedings of the 20th International Conference on Advances in Geographic Information Systems—SIGSPATIAL ’12, 482–85. New York:ACM Press.
    • (2012) When a city tells a story , pp. 482-485
    • Kling, F.1    Pozdnoukhov, A.2
  • 40
    • 33750079958 scopus 로고    scopus 로고
    • Grounded visualization: Integrating the analysis of qualitative and quantitative data through grounded theory and visualization
    • Knigge, L., and M., Cope. 2006. Grounded visualization:Integrating the analysis of qualitative and quantitative data through grounded theory and visualization. Environment and Planning A 38 (11):2021–37.
    • (2006) Environment and Planning A , vol.38 , Issue.11 , pp. 2021-2037
    • Knigge, L.1    Cope, M.2
  • 41
    • 84971419907 scopus 로고    scopus 로고
    • Algorithmic geographies: Big data, algorithmic uncertainty, and the production of geographic knowledge
    • Kwan, M.-P., 2016. Algorithmic geographies:Big data, algorithmic uncertainty, and the production of geographic knowledge. Annals of the American Association of Geographers 106 (2):274–82.
    • (2016) Annals of the American Association of Geographers , vol.106 , Issue.2 , pp. 274-282
    • Kwan, M.-P.1
  • 42
    • 50349087876 scopus 로고    scopus 로고
    • Geo-narrative: Extending geographic information systems for narrative analysis in qualitative and mixed-method research
    • Kwan, M.-P., and G., Ding. 2008. Geo-narrative:Extending geographic information systems for narrative analysis in qualitative and mixed-method research. The Professional Geographer 60 (4):443–65.
    • (2008) The Professional Geographer , vol.60 , Issue.4 , pp. 443-465
    • Kwan, M.-P.1    Ding, G.2
  • 43
    • 84963542118 scopus 로고    scopus 로고
    • Proceedings of the 2015 IEEE International Conference on Data Mining, Piscataway, NJ:
    • Liu, Y., M., Ester, B., Hu, and D. W., Cheung. 2015. Spatio-temporal topic models for check-in data. In Proceedings of the 2015 IEEE International Conference on Data Mining, 889–94. Piscataway, NJ:IEEE.
    • (2015) Spatio-temporal topic models for check-in data , pp. 889-894
    • Liu, Y.1    Ester, M.2    Hu, B.3    Cheung, D.W.4
  • 44
    • 57349152312 scopus 로고    scopus 로고
    • Proceedings of the 17th International Conference on World Wide Web—WWW ’08, New York:
    • Mei, Q., D., Cai, D., Zhang, and C., Zhai. 2008. Topic modeling with network regularization. In Proceedings of the 17th International Conference on World Wide Web—WWW ’08, 101–10. New York:ACM Press.
    • (2008) Topic modeling with network regularization , pp. 101-110
    • Mei, Q.1    Cai, D.2    Zhang, D.3    Zhai, C.4
  • 46
    • 0004255422 scopus 로고    scopus 로고
    • 2nd, Chicago: University of Chicago Press
    • Monmonier, M., 1996. How to lie with maps. 2nd ed. Chicago:University of Chicago Press.
    • (1996) How to lie with maps
    • Monmonier, M.1
  • 47
    • 0027662574 scopus 로고
    • The mapping of small-area census data—A consideration of the role of enumeration district boundaries
    • Morphet, C. S., 1993. The mapping of small-area census data—A consideration of the role of enumeration district boundaries. Environment and Planning A 25 (9):1267–77.
    • (1993) Environment and Planning A , vol.25 , Issue.9 , pp. 1267-1277
    • Morphet, C.S.1
  • 48
    • 85023174444 scopus 로고    scopus 로고
    • n.d, February
    • NumPy. n.d. NumPy–NumPy(last accessed 25February2016).
  • 50
    • 33645055465 scopus 로고    scopus 로고
    • Spatial statistics for urban analysis: A review of techniques with examples
    • Páez, A., and D. M., Scott. 2005. Spatial statistics for urban analysis:A review of techniques with examples. GeoJournal 61 (1):53–67.
    • (2005) GeoJournal , vol.61 , Issue.1 , pp. 53-67
    • Páez, A.1    Scott, D.M.2
  • 51
    • 77957111905 scopus 로고    scopus 로고
    • Non-quantitative GIS
    • Cope M., Elwood S., (eds), London: Sage
    • Pavlovskaya, M., 2009. Non-quantitative GIS. In Qualitative GIS:A mixed methods approach, ed. M., Cope and S., Elwood, 13–38. London:Sage.
    • (2009) Qualitative GIS: A mixed methods approach , pp. 13-38
    • Pavlovskaya, M.1
  • 52
    • 84958066377 scopus 로고    scopus 로고
    • Perrin, A., 2015. Social media usage:2005–2015. http://www.pewinternet.org/2015/10/08/social-networking-usage-2005–2015/ (last accessed 10 March 2017).
    • (2015) Social media usage: 2005–2015
    • Perrin, A.1
  • 54
    • 85023206318 scopus 로고    scopus 로고
    • February
    • PostGIS. n.d. PostGIS—Spatial and geographic objects for PostgreSQL. http://postgis.net/ (last accessed 25February2016).
  • 55
    • 85023158379 scopus 로고    scopus 로고
    • PostgreSQL: The world's most advanced open source database., February
    • PostgreSQL. n.d. PostgreSQL:The world's most advanced open source database. http://www.postgresql.org/ (last accessed 25February2016).
  • 56
    • 85023201405 scopus 로고    scopus 로고
    • Pycairo., February
    • pyCairo. n.d. Pycairo. http://cairographics.org/pycairo/ (last accessed 25February2016).
  • 57
    • 84857139915 scopus 로고    scopus 로고
    • Tobacco, alcohol, cannabis and other illegal drug use among young adults: The socioeconomic context
    • Redonnet, B., A., Chollet, E., Fombonne, L., Bowes, and M., Melchior. 2012. Tobacco, alcohol, cannabis and other illegal drug use among young adults:The socioeconomic context. Drug and Alcohol Dependence 121 (3):231–39.
    • (2012) Drug and Alcohol Dependence , vol.121 , Issue.3 , pp. 231-239
    • Redonnet, B.1    Chollet, A.2    Fombonne, E.3    Bowes, L.4    Melchior, M.5
  • 60
    • 84955643622 scopus 로고    scopus 로고
    • Winters too warm to skate? Citizen-science reported variability in availability of outdoor skating in Canada
    • Robertson, C., R., McLeman, and H., Lawrence. 2015. Winters too warm to skate? Citizen-science reported variability in availability of outdoor skating in Canada. The Canadian Geographer / Le Géographe canadien 59 (4):383–90.
    • (2015) The Canadian Geographer / Le Géographe canadien , vol.59 , Issue.4 , pp. 383-390
    • Robertson, C.1    McLeman, R.2    Lawrence, H.3
  • 61
    • 85023193960 scopus 로고    scopus 로고
    • February
    • Rougier, N., 2009. Wordle.py. http://www.labri.fr/perso/nrougier/downloads/wordle.py (last accessed 25February2016).
    • (2009) Wordle.py
    • Rougier, N.1
  • 62
    • 0033676936 scopus 로고    scopus 로고
    • Trouble in the heartland: GIS and its critics in the 1990s
    • Schuurman, N., 2000. Trouble in the heartland:GIS and its critics in the 1990s. Progress in Human Geography 24 (4):569–90.
    • (2000) Progress in Human Geography , vol.24 , Issue.4 , pp. 569-590
    • Schuurman, N.1
  • 63
    • 84944174189 scopus 로고    scopus 로고
    • Social media and the city: Rethinking urban socio-spatial inequality using user-generated geographic information
    • Shelton, T., A., Poorthuis, and M., Zook. 2015. Social media and the city:Rethinking urban socio-spatial inequality using user-generated geographic information. Landscape and Urban Planning 142:198–211.
    • (2015) Landscape and Urban Planning , vol.142 , pp. 198-211
    • Shelton, T.1    Poorthuis, A.2    Zook, M.3
  • 65
    • 84932602827 scopus 로고    scopus 로고
    • Situating the adoption of VGI by government
    • Sui D., Elwood S., Goodchild M., (eds), Dordrecht, The Netherlands: Springer
    • Sieber, R., and P., Johnson. 2013. Situating the adoption of VGI by government. In Crowdsourcing geographic knowledge, ed. D., Sui, S., Elwood, and M., Goodchild, 65–81. Dordrecht, The Netherlands:Springer.
    • (2013) Crowdsourcing geographic knowledge , pp. 65-81
    • Sieber, R.1    Johnson, P.2
  • 66
    • 35348860940 scopus 로고    scopus 로고
    • 2007 11th International Conference on Information Visualization (IV ’07), ed. E. Banissi, R. Aslak Burkhard, G. Grinstein, U. Cvek, M. Trutschl, L. Stuart, T. G. Wyeld et al., Piscataway, NJ:
    • Slingsby, A., J., Dykes, J., Wood, and K., Clarke. 2007. Interactive tag maps and tag clouds for the multiscale exploration of large spatio-temporal datasets. In 2007 11th International Conference on Information Visualization (IV ’07), ed. E. Banissi, R. Aslak Burkhard, G. Grinstein, U. Cvek, M. Trutschl, L. Stuart, T. G. Wyeld et al., 497–504. Piscataway, NJ:IEEE.
    • (2007) Interactive tag maps and tag clouds for the multiscale exploration of large spatio-temporal datasets , pp. 497-504
    • Slingsby, A.1    Dykes, J.2    Wood, J.3    Clarke, K.4
  • 67
    • 84955189258 scopus 로고    scopus 로고
    • An advanced systematic literature review on spatiotemporal analyses of Twitter data
    • Steiger, E., J. P., de Albuquerque, and A., Zipf. 2015. An advanced systematic literature review on spatiotemporal analyses of Twitter data. Transactions in GIS 19 (6):809–34.
    • (2015) Transactions in GIS , vol.19 , Issue.6 , pp. 809-834
    • Steiger, E.1    de Albuquerque, J.P.2    Zipf, A.3
  • 68
    • 84889656165 scopus 로고    scopus 로고
    • Gender and the GeoWeb: Divisions in the production of user-generated cartographic information
    • Stephens, M., 2013. Gender and the GeoWeb:Divisions in the production of user-generated cartographic information. GeoJournal 78 (6):981–96.
    • (2013) GeoJournal , vol.78 , Issue.6 , pp. 981-996
    • Stephens, M.1
  • 69
    • 0032919117 scopus 로고    scopus 로고
    • Alcohol consumption, alcohol-related problems, problem drinking, and socioeconomic status
    • van Oers, J. A., I. M., Bongers, L. A., van de Goor, and H. F., Garretsen. 1999. Alcohol consumption, alcohol-related problems, problem drinking, and socioeconomic status. Alcohol and Alcoholism 34 (1):78–88.
    • (1999) Alcohol and Alcoholism , vol.34 , Issue.1 , pp. 78-88
    • van Oers, J.A.1    Bongers, I.M.2    van de Goor, L.A.3    Garretsen, H.F.4
  • 71
    • 84896896799 scopus 로고    scopus 로고
    • A GIS-based spatiotemporal analysis of violent trauma hotspots in Vancouver, Canada: Identification, contextualisation and intervention
    • Walker, B. B., N., Schuurman, and S. M., Hameed. 2014. A GIS-based spatiotemporal analysis of violent trauma hotspots in Vancouver, Canada:Identification, contextualisation and intervention. BMJ Open 4 (2):e003642.
    • (2014) BMJ Open , vol.4 , Issue.2 , pp. e003642
    • Walker, B.B.1    Schuurman, N.2    Hameed, S.M.3
  • 73
    • 84986269698 scopus 로고    scopus 로고
    • Advancing qualitative research using qualitative data analysis software (QDAS)? Reviewing potential versus practice in published studies using ATLAS.ti and NVivo, 1994–2013
    • Woods, M., T., Paulus, D. P., Atkins, and R., Macklin. 2016. Advancing qualitative research using qualitative data analysis software (QDAS)? Reviewing potential versus practice in published studies using ATLAS.ti and NVivo, 1994–2013. Social Science Computer Review 34 (5):597–617.
    • (2016) Social Science Computer Review , vol.34 , Issue.5 , pp. 597-617
    • Woods, M.1    Paulus, T.2    Atkins, D.P.3    Macklin, R.4
  • 74
    • 84871853202 scopus 로고    scopus 로고
    • Applied geography in a digital age: The case for mixed methods
    • Yeager, C. D., and T., Steiger. 2013. Applied geography in a digital age:The case for mixed methods. Applied Geography 39:1–4.
    • (2013) Applied Geography , vol.39 , pp. 1-4
    • Yeager, C.D.1    Steiger, T.2
  • 75
    • 80052686183 scopus 로고    scopus 로고
    • Proceedings of the 20th International Conference on World Wide Web—WWW ’11, ed. E. Bertino and R. Kumar, New York:
    • Yin, Z., L., Cao, J., Han, C., Zhai, and T., Huang. 2011. Geographical topic discovery and comparison. In Proceedings of the 20th International Conference on World Wide Web—WWW ’11, ed. E. Bertino and R. Kumar, 247–56. New York:ACM Press.
    • (2011) Geographical topic discovery and comparison , pp. 247-256
    • Yin, Z.1    Cao, L.2    Han, J.3    Zhai, C.4    Huang, T.5
  • 76
    • 79953892152 scopus 로고    scopus 로고
    • Volunteered geographic information and crowdsourcing disaster relief: A case study of the Haitian earthquake
    • June
    • Zook, M., M., Graham, T., Shelton, and S., Gorman. 2010. Volunteered geographic information and crowdsourcing disaster relief:A case study of the Haitian earthquake. SSRN Electronic Journal. http://papers.ssrn.com/abstract=2216649 (last accessed 22June2015).
    • (2010) SSRN Electronic Journal
    • Zook, M.1    Graham, M.2    Shelton, T.3    Gorman, S.4


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