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Geographic information systems (GIS) are routinely used to integrate different layers of geospatial information for spatial analysis and decision making. Such an integration often involves data of geospatial attributes available at different geographical units, e.g., administrative zones versus pixels of remotely sensed imagery. What is required in such cases is a transformation of attribute values from one existing spatial partition to another, that is, a change of the geographical units over which the original data were acquired with an associated change in the actual attribute values reported. In public health applications, for example, socioeconomic data reported over census tracts must be integrated with disease data available over different administrative reporting zones, to assess disease risk at increasingly finer spatial resolutions. Similarly, in remote sensing applications, reflectance data recorded by...
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Journel AG, Huijbregts CJ (1978) Mining geostatistics. Academic, London
Kerry R, Goovaerts P, Rawlings BG, Marchant BP (2012) Disaggregation of legacy soil data using area to point kriging for mapping soil organic carbon at the regional scale. Geoderma 170:347–358
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Kyriakidis PC, Yoo E-H (2005) Geostatistical prediction and simulation of point values from areal data. Geogr Anal 37:124–151
Liu X, Kyriakidis PC, Goodchild MF (2008) Population density estimation using regression and area-to-point residual Kriging. Int J Geogr Inf Sci 22:431–447
Mariethoz G, Caers J (2014) Multiple-point geostatistics: stochastic modeling with training images. Wiley-Blackwell, Chichester
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Sales MHR, Sousa CM Jr, Kyriakidis PC (2013) Fusion of MODIS images using Kriging with external drift. IEEE Trans Geosci Remote Sens 51:2250–2259
Tobler WR (1979) Smooth pycnophylactic interpolation for geographical regions. J Am Stat Assoc 74:519–530
Truong PN, Heuvelink GBM, Pebezma E (2014) Bayesian area-to-point kriging using expert knowledgeas informative priors. Int J Appl Earth Obs Geoinf 30:128–138
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Kyriakidis, P. (2017). Aggregate Data: Geostatistical Solutions for Reconstructing Attribute Surfaces. In: Shekhar, S., Xiong, H., Zhou, X. (eds) Encyclopedia of GIS. Springer, Cham. https://doi.org/10.1007/978-3-319-17885-1_1645
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DOI: https://doi.org/10.1007/978-3-319-17885-1_1645
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