Exploring nationally and regionally defined models for large area population mapping

References

• Azar, D., R. Engstrom, J. Graesser, and J. Comenetz. 2013. “Generation of Fine-scale Population Layers Using Multi-resolution Satellite Imagery and Geospatial Data.” Remote Sensing of Environment 130: 219–232. doi:10.1016/j.rse.2012.11.022.
   Web of Science ®Google Scholar
• Azar, D., J. Graesser, R. Engstrom, J. Comenetz, R. M. Leddy, N. G. Schechtman, and T. Andrews. 2010. “Spatial Refinement of Census Population Distribution Using Remotely Sensed Estimates of Impervious Surfaces in Haiti.” International Journal of Remote Sensing 31 (21): 5635–5655. doi:10.1080/01431161.2010.496799.
   Web of Science ®Google Scholar
• Bakillah, M., S. Liang, A. Mobasheri, J. J. Arsanjani, and A. Zipf. 2014. “Fine-resolution Population Mapping Using OpenStreetMap Points-of-interest.” International Journal of Geographical Information Science. doi:10.1080/13658816.2014.909045.
   PubMed Web of Science ®Google Scholar
• Balk, D., and G. Yetman. 2004. The Global Distribution of Population: Evaluating the Gains in Resolution Refinement. New York: Center for International Earth Science Information Network (CIESIN). Accessed July 15, 2012. http://sedac.ciesin.org/gpw/docs/gpw3_documentation_final.pdf.
   Google Scholar
• Balk, D. L., U. Deichmann, G. Yetman, F. Pozzi, S. I. Hay, and A. Nelson. 2006. “Determining Global Population Distribution: Methods, Applications and Data.” Advances in Parasitology 62: 119–156. doi:10.1016/S0065-308x(05)62004-0.
   PubMed Web of Science ®Google Scholar
• Bhaduri, B., E. Bright, P. Coleman, and M. L. Urban. 2007. “LandScan USA: A High-resolution Geospatial and Temporal Modeling Approach for Population Distribution and Dynamics.” GeoJournal 69: 103–117. doi:10.1007/s10708-007-9105-9.
   Google Scholar
• Bhatt, S., P. W. Gething, O. J. Brady, J. P. Messina, A. W. Farlow, C. L. Moyes, J. M. Drake, et al. 2013. “The Global Distribution and Burden of Dengue.” Nature 496 (7446): 504–507. doi:10.1038/Nature12060.
   PubMed Web of Science ®Google Scholar
• Breiman, L. 2001. “Random Forests.” Machine Learning 45 (1): 5–32. doi:10.1023/A:1010933404324.
   Web of Science ®Google Scholar
• Deville, P., C. Linard, S. Martin, M. Gilbert, R. S. Stevens, A. E. Gaughan, V. D. Blondel, and A. J. Tatem. in press. “Dynamic Population Mapping using Mobile Phone Data.” Proceedings of the National Academy of Sciences.
   Web of Science ®Google Scholar
• Dietterich, T. G. 2000. “Ensemble Methods in Machine Learning.” Multiple Classifier Systems 1857: 1–15.
   Google Scholar
• Dobson, J. E., E. A. Bright, P. R. Coleman, R. C. Durfee, and B. A. Worley. 2000. “LandScan: A Global Population Database for Estimating Populations at Risk.” Photogrammetric Engineering and Remote Sensing 66 (7): 849–857.
   Web of Science ®Google Scholar
• ESRI. 2011. ArcGIS Desktop Release 10.0. Redlands, CA: Environmental Systems Research Institute.
   Google Scholar
• Foley, J. A., R. DeFries, G. P. Asner, C. Barford, G. Bonan, S. R. Carpenter, F. S. Chapin, et al. 2005. “Global Consequences of Land Use.” Science 309 (5734): 570–574. doi:10.1126/science.1111772.
   PubMed Web of Science ®Google Scholar
• Gaughan, A. E., F. R. Stevens, C. Linard, P. Jia, and A. J. Tatem. 2013. “High Resolution Population Distribution Maps for Southeast Asia in 2010 and 2015.” Plos One 8 (2): e55882. doi:10.1371/journal.pone.0055882.
   PubMed Web of Science ®Google Scholar
• Goodchild, M. F., and J. A. Glennon. 2010. “Crowdsourcing Geographic Information for Disaster Response: A Research Frontier.” International Journal of Digital Earth 3 (3): 231–241. doi:10.1080/17538941003759255.
   Web of Science ®Google Scholar
• Goodchild, M. F., and N. S. N. Lam. 1980. “Areal Interpolation – A Variant of the Traditional Spatial Problem.” Geo-Processing 1 (3): 297–312.
   Google Scholar
• Haklay, M., and P. Weber. 2008. “OpenStreetMap: User-generated Street Maps.” Ieee Pervasive Computing 7 (4): 12–18. doi:10.1109/Mprv.2008.80.
   Web of Science ®Google Scholar
• Halpern, B. S., S. Walbridge, K. A. Selkoe, C. V. Kappel, F. Micheli, C. D’Agrosa, J. F. Bruno, et al. 2008. “A Global Map of Human Impact on Marine Ecosystems.” Science 319 (5865): 948–952. doi:10.1126/science.1149345.
   PubMed Web of Science ®Google Scholar
• Hay, S. I., A. M. Noor, A. Nelson, and A. J. Tatem. 2005. “The Accuracy of Human Population Maps for Public Health Application.” Tropical Medicine & International Health 10 (10): 1073–1086. doi:10.1111/j.1365-3156.2005.01487.x.
   PubMed Web of Science ®Google Scholar
• Hijmans, R. J., S. E. Cameron, J. L. Parra, P. G. Jones, and A. Jarvis. 2005. “Very High Resolution Interpolated Climate Surfaces for Global Land Areas.” International Journal of Climatology 25 (15): 1965–1978. doi:10.1002/Joc.1276.
   Web of Science ®Google Scholar
• IUCN and UNEP. 2014. “The World Database on Protected Areas (WDPA).” UNEP-WCMC 2012. Accessed May 6. http://www.protectedplanet.net.
   Google Scholar
• Jiang, L. W., and K. Hardee. 2011. “How Do Recent Population Trends Matter to Climate Change?”. Population Research and Policy Review 30 (2): 287–312. doi:10.1007/s11113-010-9189-7.
   Web of Science ®Google Scholar
• Lehner, B., K. Verdin, A. Jarvis, and W. W. Fund. 2006. HydroSHEDS Technical Documentation. World Wildlife Fund. Washington, DC. http://hydrosheds.cr.usgs.gov.
   Google Scholar
• Liaw, A., and M. Wiener. 2002. “Classification and Regression by randomForest.” R News 2 (3): 18–22.
   Google Scholar
• Linard, C., V. A. Alegana, A. M. Noor, R. W. Snow, and A. J. Tatem. 2010. “A High Resolution Spatial Population Database of Somalia for Disease Risk Mapping.” International Journal of Health Geographics 9: 1–13.
   PubMed Web of Science ®Google Scholar
• Linard, C., M. Gilbert, R. W. Snow, A. M. Noor, and A. J. Tatem. 2012. “Population Distribution, Settlement Patterns and Accessibility across Africa in 2010.” Plos One 7 (2): e31743. doi:10.1371/journal.pone.0031743.
   PubMed Web of Science ®Google Scholar
• Linard, C., M. Gilbert, and A. J. Tatem. 2011. “Assessing the Use of Global Land Cover Data for Guiding Large Area Population Distribution Modelling.” GeoJournal 76 (5): 525–538. doi:10.1007/s10708-010-9364-8.
   PubMedGoogle Scholar
• Linard, C., and A. J. Tatem. 2012. “Large-scale Spatial Population Databases in Infectious Disease Research.” International Journal of Health Geographics 11: 1–13. doi:10.1186/1476-072x-11-7.
   PubMed Web of Science ®Google Scholar
• McGranahan, G., D. Balk, and B. Anderson. 2007. “The Rising Tide: Assessing the Risks of Climate Change and Human Settlements in Low Elevation Coastal Zones.” Environment and Urbanization 19 (1): 17–37. doi:10.1177/0956247807076960.
   Web of Science ®Google Scholar
• Mennis, J. 2003. “Generating Surface Models of Population Using Dasymetric Mapping.” Professional Geographer 55 (1): 31–42.
   Web of Science ®Google Scholar
• Mondal, P., and A. J. Tatem. 2012. “Uncertainties in Measuring Populations Potentially Impacted by Sea Level Rise and Coastal Flooding.” Plos One 7 (10): e48191. doi:10.1371/journal.pone.0048191.
   PubMed Web of Science ®Google Scholar
• NOAA. 2014. “VIIRS Nighttime Lights – 2012.” Earth Observation Group, National Geophysical Data Center, National Oceanic and Atmospheric Administration (NOAA). Accessed May 5. http://www.ngdc.noaa.gov/dmsp/data/viirs_fire/viirs_html/viirs_ntl.html.
   Google Scholar
• Noor, A. M., D. K. Kinyoki, C. W. Mundia, C. W. Kabaria, J. W. Mutua, V. A. Alegana, I. S. Fall, and R. W. Snow. May 17, 2014. “The Changing Risk of Plasmodium Falciparum Malaria Infection in Africa: 2000—10: A Spatial and Temporal Analysis of Transmission Intensity.” The Lancet 383 (9930): 1739–1747. doi:10.1016/S0140-6736(13)62566-0.
   PubMed Web of Science ®Google Scholar
• Pulselli, R., P. Ramono, C. Ratti, and E. Tiezzi. 2008. “Computing Urban Mobile Landscapes through Monitoring Population Density Based on Cellphone Chatting.” International Journal of Design & Nature and Ecodynamics 3: 121–134. doi:10.2495/D&NE-V3-N2-121-134.
   Google Scholar
• R Core Team. 2014. A Language and Environment for Statistical Computing 2013. Accessed May 5. http://www.r-project.org/.
   Google Scholar
• Reades, J., F. Calabrese, and C. Ratti. 2009. “Eigenplaces: Analysing Cities Using the Space-Time Structure of the Mobile Phone Network.” Environment and Planning B-Planning & Design 36 (5): 824–836. doi:10.1068/B34133t.
   Web of Science ®Google Scholar
• Robinson, T. P., G. R. W. Wint, G. Conchedda, T. P. Van Boeckel, V. Ercoli, E. Palamara, G. Cinardi, et al. 2014. “Mapping the Global Distribution of Livestock.” PLoS ONE 9 (5): e96084. doi:10.1371/journal.pone.0096084.
   PubMed Web of Science ®Google Scholar
• Running, S. W., R. R. Nemani, F. A. Heinsch, M. S. Zhao, M. Reeves, and H. Hashimoto. 2004. “A Continuous Satellite-derived Measure of Global Terrestrial Primary Production.” BioScience 54 (6): 547–560. doi:10.1641/0006-3568(2004)054[0547:ACSMOG]2.0.CO;2.
   Web of Science ®Google Scholar
• Schneider, A., M. A. Friedl, and D. Potere. 2009. “A New Map of Global Urban Extent from Modis Satellite Data.” Environmental Research Letters 4 (4): 11. doi:10.1088/1748-9326/4/4/044003.
   PubMed Web of Science ®Google Scholar
• Schneider, A., M. A. Friedl, and D. Potere. 2010. “Mapping Global Urban Areas Using MODIS 500-m Data: New Methods and Datasets Based on ‘Urban Ecoregions.’” Remote Sensing of Environment 114 (8): 1733–1746. doi:10.1016/j.rse.2010.03.003.
   Web of Science ®Google Scholar
• Stevens, F. R., A. E. Gaughan, C. Linard, and A. J. Tatem. in press. “Disaggregating Census Data for Population Mapping Using Random Forests with Remotely-sensed and Ancillary Data.” PLoS ONE.
   Web of Science ®Google Scholar
• Strobl, C., J. Malley, and G. Tutz. 2009. “An Introduction to Recursive Partitioning: Rationale, Application, and Characteristics of Classification and Regression Trees, Bagging, and Random Forests.” Psychological Methods 14 (4): 323–348. doi:10.1037/A0016973.
   PubMed Web of Science ®Google Scholar
• Tatem, A. J. 2007. “Effect of Poor Census Data on Population Maps.” Science 318 (5847): 43–43. doi:10.1126/science.318.5847.43a.
   PubMed Web of Science ®Google Scholar
• Tatem, A. J. 2014. “Mapping the Denominator: Spatial Demography in the Measurement of Progress.” International Health 6 (3): 153–155. doi:10.1093/inthealth/ihu057.
   PubMed Web of Science ®Google Scholar
• Tatem, A. J., S. Adamo, N. Bharti, C. R. Burgert, M. Castro, A. Dorelien, G. Fink, et al. 2012. “Mapping Populations at Risk: Improving Spatial Demographic Data for Infectious Disease Modeling and Metric Derivation.” Population Health Metrics 10: 8. http://www.pophealthmetrics.com/Content/10/1/8.
   PubMed Web of Science ®Google Scholar
• Tatem, A. J., N. Campiz, P. W. Gething, R. W. Snow, and C. Linard. 2011. “The Effects of Spatial Population Dataset Choice on Estimates of Population at Risk of Disease.” Population Health Metrics 9: 4 http://www.pophealthmetrics.com/content/9/1/4.
   PubMed Web of Science ®Google Scholar
• Tatem, A. J., A. J. Garcia, R. W. Snow, A. M. Noor, A. E. Gaughan, M. Gilbert, and C. Linard. 2013. “Millennium Development Health Metrics: Where Do Africa's Children and Women of Childbearing Age Live?” Population Health Metrics 11: 11. http://www.pophealthmetrics.com/content/11/1/11.
   PubMed Web of Science ®Google Scholar
• Tatem, A. J., A. M. Noor, C. von Hagen, A. Di Gregorio, and S. I. Hay. 2007. “High Resolution Population Maps for Low Income Nations: Combining Land Cover and Census in East Africa.” Plos One 2 (12): E1298. doi:10.1371/Journal.Pone.0001298.
   PubMed Web of Science ®Google Scholar
• United Nations. 2012. World Population Prospects: The 2012 Revision, Key Findings and Advance Tables. New York: United Nations Department of Economic and Social Affairs/Population Division 7.
   Google Scholar
• Vijayaraj, V., E. A. Bright, and B. L. Bhaduri. 2007. “High Resolution Urban Feature Extraction for Global Population Mapping using High Performance Computing.” Paper presented at Proceedings of 2007 IEEE International geosciences and remote sensing symposium, IGARSS. http://web.ornl.gov/sci/landscan/landscan_references.shtml.
   Google Scholar
• Vorosmarty, C. J., P. Green, J. Salisbury, and R. B. Lammers. 2000. “Global Water Resources: Vulnerability from Climate Change and Population Growth.” Science 289 (5477): 284–288. doi:10.1126/science.289.5477.284.
   PubMed Web of Science ®Google Scholar
• Wesolowski, A., N. Eagle, A. J. Tatem, D. L. Smith, A. M. Noor, R. W. Snow, and C. O. Buckee. 2012. “Quantifying the Impact of Human Mobility on Malaria.” Science 338 (6104): 267–270. doi:10.1126/science.1223467.
   PubMed Web of Science ®Google Scholar
• Wint, W., and T. Robinson. 2007. Gridded Livestock of the World 2007. Food and Agriculture Organization of the United Nations.
   Google Scholar
• WorldPop. 2014. World Pop: High Resolution, Contemporary Data on Human Population Distributions 2013. Accessed May 4, 2013. http://www.worldpop.org.uk/.
   Google Scholar
• Wu, S., X. Qiu, and L. Wang. 2005. “Population Estimation Methods in GIS and Remote Sensing: A Review.” GIScience & Remote Sensing 42 (1): 80–96. doi:10.2747/1548-1603.42.1.80.
   Google Scholar