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A Web Processing Service for Validating Interpolation

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An interoperable web processing service (WPS) for the automatic interpolation of environmental data has been developed in the frame of the INTAMAP project. In order to assess the goodness of the interpolation method implemented, a validation WPS has also been developed. This validation WPS can be used to undertake leave one out and K-fold cross validation: a full dataset is submitted and a range of validation statistics and diagnostic plots (e.g. histograms, variogram of residuals, mean errors) is received in return. This paper presents the architecture of the validation WPS and a case study is used to briefly illustrate its use in practice. We then discuss how this work might relate to issues of utility and cost / loss in specific scenarios. We conclude with a discussion on the current limitations of the system and make proposals for further developments
2009-06-29
Alpen-Adria-Universität Klagenfurt
JRC51492
http://www.math.uni-klu.ac.at/stat/Tagungen/statgis/2009/,    https://publications.jrc.ec.europa.eu/repository/handle/JRC51492,   
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