Abstract
Over time, theories, models and methods have used scientific knowledge and structured data to model the relationships occurring across agents and places in a variety of domains. Recently, the diffusion of Social Networks is opening new research scenarios. Huge flows of data are being made available from Social Networks which contribute to the diffusion of local knowledge and to unravel several complex system dynamics.
The present work aims at advancing the understanding of how spatial relationships embedded in natural language communications may help harness local knowledge in planning- and decision-making processes. To that purpose, we developed a pilot study on disaster response in the Metropolitan Area of Bari (Italy), by administering an on-line survey focussed on social media use in emergency situations.
Main results suggest that the correct interpretation of local knowledge-laden natural language becomes a challenging problem when the role of tacit or implicit knowledge is taken into account. We argue in favour of acknowledging the importance of local knowledge for a full understanding of spatial relationships and calls for implementing spatial data science tools in such a way that local and tacit knowledge (including vernacular forms) may be adequately understood.
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Notes
- 1.
This is true in the case in which the message is sent from a device equipped with GPS and the application used to send the post is turned on. The user authorises the activation of the application.
References
Balena, P.: Local knowledge and social sensor: integrated models of text analysis for disaster response. Ph.D. Thesis. Technical University of Bari (2017)
Raymond, C.M., Fazey, I., Reed, M.S., Stringer, L.C., Robinson, G.M., Evely, A.C.: Integrating local and scientific knowledge for environmental management. J. Environ. Manage. 91(8), 1766–1777 (2010)
Nonaka, I., Konno, N., Toyama, R.: Emergence of “Ba”: a conceptual framework for the continuous and self-transcending process of knowledge development of business organizations. In: Nonaka, I., Nishiguchi, T. (eds.) Knowledge Emergence: Social, Technical and Evolutionary Dimensions of Knowledge Creation. Oxford University Press, Oxford (2001)
Fazey, I.R.A., Proust, K., Newell, B., Johnson, B., Fazey, J.A.: Eliciting the implicit knowledge and perceptions of on-ground conservation managers of the Macquarie Marshes. Ecol. Soc. 11(1), 25 (2006)
Olaide, I.A., Omolere, O.W.: Management of indigenous knowledge as a catalyst towards improved information accessibility to local communities: a literature review. Chin. Librarianship Int. Electron. J. 35(2005), 87–98 (2013)
Polanyi, M.: Personal Knowledge: Towards a Post-critical Philosophy. The University of Chicago Press, Chicago (1962)
Jones, O.: Lay discourses of the rural: developments and implications for rural studies. J. Rural Stud. 11(1), 35–49 (1995)
Halfacree, K.H.: Talking about rurality: social representations of the rural as expressed by residents of six English parishes. J. Rural Stud. 11(1), 1–20 (1995)
Hansen, J., Holm, L., Frewer, L., Robinson, P., Sandøe, P.: Beyond the knowledge deficit: recent research into lay and expert attitudes to food risks. Appetite 41(2), 111–121 (2003)
Smith, E.: The role of tacit and explicit knowledge in the workplace. J. Knowl. Manage. 5(4), 311–321 (2001)
Robertson, H.A., McGee, T.K.: Applying local knowledge: the contribution of oral history to wetland rehabilitation at Kanyapella Basin, Australia. J. Environ. Manage. 69(3), 275–287 (2003)
Kettle, N.P., Dow, K., Tuler, S., Webler, T., Whitehead, J., Miller, K.M.: Integrating scientific and local knowledge to inform risk-based management approaches for climate adaptation. Clim. Risk Manage. 4, 17–31 (2014)
Kumar, A.J., Chakrabarti, A.: Bounded awareness and tacit knowledge: revisiting challenger disaster. J. Knowl. Manage. 16(6), 934–949 (2012)
Frappaolo, C.: Implicit knowledge. Knowl. Manage. Res. Pract. 6, 23–25 (2008)
Ambrosini, V., Bowman, C.: Tacit knowledge: some suggestions for operationalization. J. Manage. Stud. 38(6), 811–829 (2001)
Van Herzele, A.: Local knowledge in action - valuing nonprofessional reasoning in the planning process. J. Plan. Educ. Res. 24(2), 197–212 (2004)
Pasquini, M., Alexander, M.: Soil fertility management strategies on the Jos Plateau: the need for integrating “empirical” and “scientific” knowledge in agricultural development. Geogr. J. 171(2), 112–124 (2005)
Bond, A.J., Viegas, C.V., Coelho de Souza Reinisch Coelho, C., Selig, P.M.: Informal knowledge processes: the underpinning for sustainability outcomes in EIA? J. Clean. Prod. 18(1), 6–13 (2010)
Kuhnert, P.M., Martin, T.G., Mengersen, K., Possingham, H.P.: Assessing the impacts of grazing levels on bird density in woodland habitat: a Bayesian approach using expert opinion. Environmetrics 16(7), 717–747 (2005)
Pollock, M.L., Legg, C.J., Holland, J.P., Theobald, C.M.: Assessment of expert opinion: seasonal sheep preference and plant response to grazing. Rangeland Ecol. Manage. 60, 125–135 (2007)
Mackay, E.: Indigenous traditional knowledge, copyright and art - Shortcomings in protection and an alternative approach. Univ. South Wales Law J. 32(1), 1–26 (2009)
Mercer, I., Kelman, L.: Taranis et, S., Suchet-Pearson, J.: Framework for integrating indigenous and scientific knowledge for disaster risk reduction. Disasters 34(1), 214–239 (2010)
Howden, K.: Indigenous traditional knowledge and native title. UNSW Law J. 24(1), 60–84 (2011)
Olsson, P., Folke, C.: Local ecological knowledge and institutional dynamics for ecosystem management: a study of Lake Racken watershed, Sweden. Ecosystems 4(2), 85–104 (2001)
Newport, J.K., Jawahar, G.G.P.: Community participation and public awareness in disaster mitigation. Disaster Prev. Manage. 12(1), 33–36 (2003)
Berkes, F., Folke, C.: Back to the future: ecosystem dynamics and local knowledge. In: Gunderson, L.H., Holling, C.S. (eds.) Panarchy: Understanding Transformations in Human and Natural Systems, pp. 121–146. Island Press, Washington, D.C. (2002)
Picketts, I.M., Curry, J., Rapaport, E.: Community adaptation to climate change: environmental planners’ knowledge and experiences in British Columbia, Canada. J. Environ. Planning Policy Manage. 14(2), 119–137 (2012)
Sui, X., Chen, Z., Wu, K., Ren, P., Ma, J., Zhou, F.: Social media as sensor in real world geolocate user with microblog. In: Zong, C., Nie, J.Y., Zhao, D., Feng, Y. (eds.) Natural Language Processing and Chinese Computing. CCIS, vol. 496, pp. 229–237. Springer, Heidelberg (2014). doi:10.1007/978-3-662-45924-9_21
Gaillard, J.C., Mercer, J.: From knowledge to action: bridging gaps in disaster risk reduction. Prog. Hum. Geogr. 37, 93–114 (2013)
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Balena, P., Bonifazi, A., Borri, D., De Lucia, C. (2017). Making Sense of Spatial Relationships Trough Local Knowledge Discovery in Social Media. In: Gervasi, O., et al. Computational Science and Its Applications – ICCSA 2017. ICCSA 2017. Lecture Notes in Computer Science(), vol 10407. Springer, Cham. https://doi.org/10.1007/978-3-319-62401-3_46
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