Skip to main content
Top
Published in: Information Systems Frontiers 4/2018

14-08-2017

Participation Patterns and Reliability of Human Sensing in Crowd-Sourced Disaster Management

Authors: Robert I. Ogie, Hugh Forehead, Rodney J. Clarke, Pascal Perez

Published in: Information Systems Frontiers | Issue 4/2018

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Over the last ten years, there has been a significant increase in crowd-sourcing applications for disaster management. Their success depends heavily on the behaviour of social media users, acting as human sensors during disaster monitoring and emergency response. Unlike their technological counterparts, human sensors are complex social entities, contributing in different ways to their collective task and creating varying participation patterns through social media. Failing to understand these participation patterns limits our capacity to evaluate the reliability of human sensing in different contexts. Based on an analysis of flood-related information contributed by Twitter users in Jakarta during the 2014/2015 and 2015/2016 monsoonal seasons, this study establishes four categories of human sensors and their respective levels of reliability for disaster management. The results have significant implications for how we frame expectations and develop reliance on the use of social media for disaster management. Importantly, the results will serve as a useful guide for understanding levels of incentive that may be required to motivate members of the different categories of social media users during emergencies and disasters.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

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!

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!

Literature
go back to reference Acar, A., & Muraki, Y. (2011). Twitter for crisis communication: lessons learned from Japan's tsunami disaster. International Journal of Web Based Communities, 7(3), 392–402.CrossRef Acar, A., & Muraki, Y. (2011). Twitter for crisis communication: lessons learned from Japan's tsunami disaster. International Journal of Web Based Communities, 7(3), 392–402.CrossRef
go back to reference Alexander, D. E. (2014). Social media in disaster risk reduction and crisis management. Science and Engineering Ethics, 20(3), 717–733.CrossRef Alexander, D. E. (2014). Social media in disaster risk reduction and crisis management. Science and Engineering Ethics, 20(3), 717–733.CrossRef
go back to reference Atzmanstorfer, K., Resl, R., Eitzinger, A., & Izurieta, X. (2014). The GeoCitizen-approach: community-based spatial planning–an Ecuadorian case study. Cartography and Geographic Information Science, 41(3), 248–259.CrossRef Atzmanstorfer, K., Resl, R., Eitzinger, A., & Izurieta, X. (2014). The GeoCitizen-approach: community-based spatial planning–an Ecuadorian case study. Cartography and Geographic Information Science, 41(3), 248–259.CrossRef
go back to reference Bird, D., Ling, M., & Haynes, K. (2012). Flooding Facebook-the use of social media during the Queensland and Victorian floods. Australian Journal of Emergency Management, The, 27(1), 27. Bird, D., Ling, M., & Haynes, K. (2012). Flooding Facebook-the use of social media during the Queensland and Victorian floods. Australian Journal of Emergency Management, The, 27(1), 27.
go back to reference Brouwer, T. (2016). Potential of twitter derived flood maps: Comparing interpolation methods and assessing uncertainties (Master's thesis, University of Twente). Brouwer, T. (2016). Potential of twitter derived flood maps: Comparing interpolation methods and assessing uncertainties (Master's thesis, University of Twente).
go back to reference Brown-Paul, C., & Ross, S. (2014). Jakarta... towards food security. Practical Hydroponics and Greenhouses, 140, 20–26. Brown-Paul, C., & Ross, S. (2014). Jakarta... towards food security. Practical Hydroponics and Greenhouses, 140, 20–26.
go back to reference Bunce, S., Partridge, H., & Davis, K. (2012). Exploring information experience using social media during the 2011 Queensland floods: a pilot study. The Australian Library Journal, 61(1), 34–45.CrossRef Bunce, S., Partridge, H., & Davis, K. (2012). Exploring information experience using social media during the 2011 Queensland floods: a pilot study. The Australian Library Journal, 61(1), 34–45.CrossRef
go back to reference Bunker, D., Levine, L., & Woody, C. (2015). Repertoires of collaboration for common operating pictures of disasters and extreme events. Information Systems Frontiers, 17(1), 51–65.CrossRef Bunker, D., Levine, L., & Woody, C. (2015). Repertoires of collaboration for common operating pictures of disasters and extreme events. Information Systems Frontiers, 17(1), 51–65.CrossRef
go back to reference Earle, P. S., Bowden, D. C., & Guy, M. (2012). Twitter earthquake detection: earthquake monitoring in a social world. Annals of Geophysics, 54(6), 708–715. Earle, P. S., Bowden, D. C., & Guy, M. (2012). Twitter earthquake detection: earthquake monitoring in a social world. Annals of Geophysics, 54(6), 708–715.
go back to reference Ehnis, C., & Bunker, D. (2012). Social media in disaster response: Queensland police service-public engagement during the 2011 floods. In ACIS 2012: Location, location, location: Proceedings of the 23rd Australasian Conference on Information Systems 2012 (pp. 1–10). ACIS. Ehnis, C., & Bunker, D. (2012). Social media in disaster response: Queensland police service-public engagement during the 2011 floods. In ACIS 2012: Location, location, location: Proceedings of the 23rd Australasian Conference on Information Systems 2012 (pp. 1–10). ACIS.
go back to reference Gray, J. (2008). Quantum GIS: the open-source geographic information system. Linux Journal, 2008(172), 8. Gray, J. (2008). Quantum GIS: the open-source geographic information system. Linux Journal, 2008(172), 8.
go back to reference Guo, B., Wang, Z., Yu, Z., Wang, Y., Yen, N. Y., Huang, R., & Zhou, X. (2015). Mobile crowd sensing and computing: the review of an emerging human-powered sensing paradigm. ACM Computing Surveys (CSUR), 48(1), 1–33.CrossRef Guo, B., Wang, Z., Yu, Z., Wang, Y., Yen, N. Y., Huang, R., & Zhou, X. (2015). Mobile crowd sensing and computing: the review of an emerging human-powered sensing paradigm. ACM Computing Surveys (CSUR), 48(1), 1–33.CrossRef
go back to reference Hartono, D. M., Novita, E., Gusniani, I., & Oriza, I. I. D. (2010). The role of water supply and sanitation during floods: case study of flood disaster in five regions of jakarta. International Journal of Technology, 1(1), 29–37. Hartono, D. M., Novita, E., Gusniani, I., & Oriza, I. I. D. (2010). The role of water supply and sanitation during floods: case study of flood disaster in five regions of jakarta. International Journal of Technology, 1(1), 29–37.
go back to reference Herfort, B., de Albuquerque, J. P., Schelhorn, S. J., & Zipf, A. (2014). Exploring the geographical relations between social media and flood phenomena to improve situational awareness a study about the River Elbe Flood in June 2013. In J. Huerta, S. Schade, C. Granell (eds.), Connecting a Digital Europe Through Location and Place (pp. 55–71). Heidelberg: Springer International Publishing. Herfort, B., de Albuquerque, J. P., Schelhorn, S. J., & Zipf, A. (2014). Exploring the geographical relations between social media and flood phenomena to improve situational awareness a study about the River Elbe Flood in June 2013. In J. Huerta, S. Schade, C. Granell (eds.), Connecting a Digital Europe Through Location and Place (pp. 55–71). Heidelberg: Springer International Publishing.
go back to reference Holderness, T., & Turpin, E. (2015). From social media to GeoSocial intelligence: Crowdsourcing civic co-management for flood response in Jakarta Indonesia. In S. Nepal et al. (Eds.), Social Media for Government Services (Vol. 2E, pp. 115–133). Switzerland: Springer International Publishing.CrossRef Holderness, T., & Turpin, E. (2015). From social media to GeoSocial intelligence: Crowdsourcing civic co-management for flood response in Jakarta Indonesia. In S. Nepal et al. (Eds.), Social Media for Government Services (Vol. 2E, pp. 115–133). Switzerland: Springer International Publishing.CrossRef
go back to reference Houston, J. B., Hawthorne, J., Perreault, M. F., Park, E. H., Goldstein Hode, M., Halliwell, M. R., et al. (2015). Social media and disasters: a functional framework for social media use in disaster planning, response, and research. Disasters, 39(1), 1–22.CrossRef Houston, J. B., Hawthorne, J., Perreault, M. F., Park, E. H., Goldstein Hode, M., Halliwell, M. R., et al. (2015). Social media and disasters: a functional framework for social media use in disaster planning, response, and research. Disasters, 39(1), 1–22.CrossRef
go back to reference Hughes, A. L., St Denis, L. A., Palen, L., & Anderson, K. M. (2014). Online public communications by police & fire services during the 2012 hurricane Sandy. In Proceedings of the 32nd annual ACM conference on Human factors in computing systems (pp. 1505–1514). ACM. Hughes, A. L., St Denis, L. A., Palen, L., & Anderson, K. M. (2014). Online public communications by police & fire services during the 2012 hurricane Sandy. In Proceedings of the 32nd annual ACM conference on Human factors in computing systems (pp. 1505–1514). ACM.
go back to reference Java, A., Song, X., Finin, T., & Tseng, B. (2007). Why we twitter: understanding microblogging usage and communities. In Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis (pp. 56–65). ACM. Java, A., Song, X., Finin, T., & Tseng, B. (2007). Why we twitter: understanding microblogging usage and communities. In Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis (pp. 56–65). ACM.
go back to reference Jones, N., Clark, J., & Tripidaki, G. (2012). Social risk assessment and social capital: a significant parameter for the formation of climate change policies. The Social Science Journal, 49(1), 33–41.CrossRef Jones, N., Clark, J., & Tripidaki, G. (2012). Social risk assessment and social capital: a significant parameter for the formation of climate change policies. The Social Science Journal, 49(1), 33–41.CrossRef
go back to reference Kaigo, M. (2012). Social media usage during disasters and social capital: twitter and the great East Japan earthquake. Keio Communication Review, 34(1), 19–35. Kaigo, M. (2012). Social media usage during disasters and social capital: twitter and the great East Japan earthquake. Keio Communication Review, 34(1), 19–35.
go back to reference Kohler, T., Steghöfer, J. P., Busquets, D., & Pitt, J. (2014). The value of fairness: Trade-offs in repeated dynamic resource allocation. In Self-Adaptive and Self-Organizing Systems (SASO), 2014 I.E. Eighth International Conference on (pp. 1–10). IEEE. Kohler, T., Steghöfer, J. P., Busquets, D., & Pitt, J. (2014). The value of fairness: Trade-offs in repeated dynamic resource allocation. In Self-Adaptive and Self-Organizing Systems (SASO), 2014 I.E. Eighth International Conference on (pp. 1–10). IEEE.
go back to reference Kurka, D. B., & Pitt, J. (2016). Distributed distributive justice. In Self-Adaptive and Self-Organizing Systems (SASO), 2016 I.E. 10th International Conference on (pp. 80–89). IEEE. Kurka, D. B., & Pitt, J. (2016). Distributed distributive justice. In Self-Adaptive and Self-Organizing Systems (SASO), 2016 I.E. 10th International Conference on (pp. 80–89). IEEE.
go back to reference Mäkinen, M., & Kuira, M. W. (2008). Social media and postelection crisis in Kenya. The International Journal of Press/Politics, 13(3), 328–335.CrossRef Mäkinen, M., & Kuira, M. W. (2008). Social media and postelection crisis in Kenya. The International Journal of Press/Politics, 13(3), 328–335.CrossRef
go back to reference Middleton, S. E., Middleton, L., & Modafferi, S. (2014). Real-time crisis mapping of natural disasters using social media. IEEE Intelligent Systems, 29(2), 9–17.CrossRef Middleton, S. E., Middleton, L., & Modafferi, S. (2014). Real-time crisis mapping of natural disasters using social media. IEEE Intelligent Systems, 29(2), 9–17.CrossRef
go back to reference Muralidharan, S., Rasmussen, L., Patterson, D., & Shin, J. H. (2011). Hope for Haiti: an analysis of Facebook and twitter usage during the earthquake relief efforts. Public Relations Review, 37(2), 175–177.CrossRef Muralidharan, S., Rasmussen, L., Patterson, D., & Shin, J. H. (2011). Hope for Haiti: an analysis of Facebook and twitter usage during the earthquake relief efforts. Public Relations Review, 37(2), 175–177.CrossRef
go back to reference Obe, R. O., & Hsu, L. S. (2015). PostGIS in action. Greenwich: Manning Publications Co. Obe, R. O., & Hsu, L. S. (2015). PostGIS in action. Greenwich: Manning Publications Co.
go back to reference Ogie, R. I. (2016). Adopting incentive mechanisms for large-scale participation in mobile crowdsensing: from literature review to a conceptual framework. Human-centric Computing and Information Sciences, 6(24). doi:10.1186/s13673-016-0080-3. Ogie, R. I. (2016). Adopting incentive mechanisms for large-scale participation in mobile crowdsensing: from literature review to a conceptual framework. Human-centric Computing and Information Sciences, 6(24). doi:10.​1186/​s13673-016-0080-3.
go back to reference Ogie, R., Holderness, T., Dunbar, M., & Turpin, E. (2017a). Spatio-topological network analysis of hydrological infrastructure as a decision support tool for flood mitigation in coastal mega-cities. Environment and Planning B: Urban Analytics and City Science, 44(4), 718–739. Ogie, R., Holderness, T., Dunbar, M., & Turpin, E. (2017a). Spatio-topological network analysis of hydrological infrastructure as a decision support tool for flood mitigation in coastal mega-cities. Environment and Planning B: Urban Analytics and City Science, 44(4), 718–739.
go back to reference Ogie, R. I., Dunn, S., Holderness, T., & Turpin, E. (2017b). Assessing the vulnerability of pumping stations to trash blockage in coastal mega-cities of developing nations. Sustainable Cities and Society, 28, 53–66. doi:10.1016/j.scs.2016.08.022.CrossRef Ogie, R. I., Dunn, S., Holderness, T., & Turpin, E. (2017b). Assessing the vulnerability of pumping stations to trash blockage in coastal mega-cities of developing nations. Sustainable Cities and Society, 28, 53–66. doi:10.​1016/​j.​scs.​2016.​08.​022.CrossRef
go back to reference Ostrom, E. (1990). Governing the commons: the evolution of institutions for collective action. Cambridge, England: Cambridge University press. Ostrom, E. (1990). Governing the commons: the evolution of institutions for collective action. Cambridge, England: Cambridge University press.
go back to reference Paul, S. K., & Routray, J. K. (2010). Flood proneness and coping strategies: the experiences of two villages in Bangladesh. Disasters, 34(2), 489–508.CrossRef Paul, S. K., & Routray, J. K. (2010). Flood proneness and coping strategies: the experiences of two villages in Bangladesh. Disasters, 34(2), 489–508.CrossRef
go back to reference Peary, B. D., Shaw, R., & Takeuchi, Y. (2012). Utilization of social media in the east Japan earthquake and tsunami and its effectiveness. Journal of Natural Disaster Science, 34(1), 3–18.CrossRef Peary, B. D., Shaw, R., & Takeuchi, Y. (2012). Utilization of social media in the east Japan earthquake and tsunami and its effectiveness. Journal of Natural Disaster Science, 34(1), 3–18.CrossRef
go back to reference Perez, P., du Chemin, T. H., Turpin, E., & Clarke, R. (2015). Citizen-driven flood mapping in Jakarta: a self-Organising socio-technical system. In Self-Adaptive and Self-Organizing Systems Workshops (SASOW), 2015 I.E. International Conference on (pp. 174–178). IEEE. Perez, P., du Chemin, T. H., Turpin, E., & Clarke, R. (2015). Citizen-driven flood mapping in Jakarta: a self-Organising socio-technical system. In Self-Adaptive and Self-Organizing Systems Workshops (SASOW), 2015 I.E. International Conference on (pp. 174–178). IEEE.
go back to reference Pitt, J., Busquets, D., & Riveret, R. (2013). Formal models of social processes: the pursuit of computational justice in self-organising multi-agent systems. In Self-Adaptive and Self-Organizing Systems (SASO), 2013 I.E. 7th International Conference on (pp. 269–270). IEEE. Pitt, J., Busquets, D., & Riveret, R. (2013). Formal models of social processes: the pursuit of computational justice in self-organising multi-agent systems. In Self-Adaptive and Self-Organizing Systems (SASO), 2013 I.E. 7th International Conference on (pp. 269–270). IEEE.
go back to reference Pitt, J., Busquets, D., & Riveret, R. (2015). The pursuit of computational justice in open systems. AI & SOCIETY, 30(3), 359–378.CrossRef Pitt, J., Busquets, D., & Riveret, R. (2015). The pursuit of computational justice in open systems. AI & SOCIETY, 30(3), 359–378.CrossRef
go back to reference Poblet, M., García-Cuesta, E., & Casanovas, P. (2017). Crowdsourcing roles, methods and tools for data-intensive disaster management. Information Systems Frontiers, 1–17. doi:10.1007/s10796-017-9734-6. Poblet, M., García-Cuesta, E., & Casanovas, P. (2017). Crowdsourcing roles, methods and tools for data-intensive disaster management. Information Systems Frontiers, 1–17. doi:10.​1007/​s10796-017-9734-6.
go back to reference Pohl, D., Bouchachia, A., & Hellwagner, H. (2012). Automatic sub-event detection in emergency management using social media. In Proceedings of the 21st International Conference on World Wide Web (pp. 683–686). ACM. Pohl, D., Bouchachia, A., & Hellwagner, H. (2012). Automatic sub-event detection in emergency management using social media. In Proceedings of the 21st International Conference on World Wide Web (pp. 683–686). ACM.
go back to reference Power, R., Robinson, B., Colton, J., & Cameron, M. (2014). Emergency situation awareness: twitter case studies. In International Conference on Information Systems for Crisis Response and Management in Mediterranean Countries (pp. 218–231). Springer International Publishing. Power, R., Robinson, B., Colton, J., & Cameron, M. (2014). Emergency situation awareness: twitter case studies. In International Conference on Information Systems for Crisis Response and Management in Mediterranean Countries (pp. 218–231). Springer International Publishing.
go back to reference Quinn, S. (2017). Using small cities to understand the crowd behind OpenStreetMap. GeoJournal, 82(3), 455–473. Quinn, S. (2017). Using small cities to understand the crowd behind OpenStreetMap. GeoJournal, 82(3), 455–473.
go back to reference Rogstadius, J., Vukovic, M., Teixeira, C. A., Kostakos, V., Karapanos, E., & Laredo, J. A. (2013). CrisisTracker: crowdsourced social media curation for disaster awareness. IBM Journal of Research and Development, 57(5), 4–1.CrossRef Rogstadius, J., Vukovic, M., Teixeira, C. A., Kostakos, V., Karapanos, E., & Laredo, J. A. (2013). CrisisTracker: crowdsourced social media curation for disaster awareness. IBM Journal of Research and Development, 57(5), 4–1.CrossRef
go back to reference Rosenberger, M., Lehrer, C., & Jung, R. (2016). Integrating data from user activities of social networks into public administrations. Information Systems Frontiers, 19(2), 253–266.CrossRef Rosenberger, M., Lehrer, C., & Jung, R. (2016). Integrating data from user activities of social networks into public administrations. Information Systems Frontiers, 19(2), 253–266.CrossRef
go back to reference Sakaki, T., Okazaki, M., & Matsuo, Y. (2013). Tweet analysis for real-time event detection and earthquake reporting system development. IEEE Transactions on Knowledge and Data Engineering, 25(4), 919–931.CrossRef Sakaki, T., Okazaki, M., & Matsuo, Y. (2013). Tweet analysis for real-time event detection and earthquake reporting system development. IEEE Transactions on Knowledge and Data Engineering, 25(4), 919–931.CrossRef
go back to reference Skarlicki, D. P., & Folger, R. (1997). Retaliation in the workplace: the roles of distributive, procedural, and interactional justice. Journal of Applied Psychology, 82(3), 434–443.CrossRef Skarlicki, D. P., & Folger, R. (1997). Retaliation in the workplace: the roles of distributive, procedural, and interactional justice. Journal of Applied Psychology, 82(3), 434–443.CrossRef
go back to reference Starbird, K., Palen, L., Hughes, A. L., & Vieweg, S. (2010). Chatter on the red: what hazards threat reveals about the social life of microblogged information. In Proceedings of the 2010 ACM conference on Computer supported cooperative work (pp. 241–250). ACM. Starbird, K., Palen, L., Hughes, A. L., & Vieweg, S. (2010). Chatter on the red: what hazards threat reveals about the social life of microblogged information. In Proceedings of the 2010 ACM conference on Computer supported cooperative work (pp. 241–250). ACM.
go back to reference Takahashi, B., Tandoc, E. C., & Carmichael, C. (2015). Communicating on twitter during a disaster: an analysis of tweets during typhoon Haiyan in the Philippines. Computers in Human Behavior, 50, 392–398.CrossRef Takahashi, B., Tandoc, E. C., & Carmichael, C. (2015). Communicating on twitter during a disaster: an analysis of tweets during typhoon Haiyan in the Philippines. Computers in Human Behavior, 50, 392–398.CrossRef
go back to reference Tyler, T. R., & Blader, S. L. (2000). Cooperation in groups: procedural justice, social identity, and behavioral engagement. Philadelphia: Psychology Press. Tyler, T. R., & Blader, S. L. (2000). Cooperation in groups: procedural justice, social identity, and behavioral engagement. Philadelphia: Psychology Press.
go back to reference Vieweg, S. E. (2012). Situational awareness in mass emergency: a behavioral and linguistic analysis of microblogged communications. Ph.D. thesis, University of Colorado at Boulder. Vieweg, S. E. (2012). Situational awareness in mass emergency: a behavioral and linguistic analysis of microblogged communications. Ph.D. thesis, University of Colorado at Boulder.
go back to reference Weerakkody, V., Irani, Z., Kapoor, K., Sivarajah, U., & Dwivedi, Y. K. (2016). Open data and its usability: an empirical view from the Citizen’s perspective. Information Systems Frontiers, 19(2), 285–300.CrossRef Weerakkody, V., Irani, Z., Kapoor, K., Sivarajah, U., & Dwivedi, Y. K. (2016). Open data and its usability: an empirical view from the Citizen’s perspective. Information Systems Frontiers, 19(2), 285–300.CrossRef
go back to reference Yin, J., Lampert, A., Cameron, M., Robinson, B., & Power, R. (2012). Using social media to enhance emergency situation awareness. IEEE Intelligent Systems, 27(6), 52–59.CrossRef Yin, J., Lampert, A., Cameron, M., Robinson, B., & Power, R. (2012). Using social media to enhance emergency situation awareness. IEEE Intelligent Systems, 27(6), 52–59.CrossRef
go back to reference Zhou, X., & Chen, L. (2014). Event detection over twitter social media streams. The VLDB Journal, 23(3), 381–400.CrossRef Zhou, X., & Chen, L. (2014). Event detection over twitter social media streams. The VLDB Journal, 23(3), 381–400.CrossRef
Metadata
Title
Participation Patterns and Reliability of Human Sensing in Crowd-Sourced Disaster Management
Authors
Robert I. Ogie
Hugh Forehead
Rodney J. Clarke
Pascal Perez
Publication date
14-08-2017
Publisher
Springer US
Published in
Information Systems Frontiers / Issue 4/2018
Print ISSN: 1387-3326
Electronic ISSN: 1572-9419
DOI
https://doi.org/10.1007/s10796-017-9790-y

Other articles of this Issue 4/2018

Information Systems Frontiers 4/2018 Go to the issue

Premium Partner