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                      <mods:title>Revisiting Kappa to account for change in the accuracy assessment of land-use models</mods:title>
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                      <mods:namePart type="family">van Vliet</mods:namePart>
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                      <mods:dateIssued encoding="iso8601">2011</mods:dateIssued>
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                    <mods:identifier type="doi" typeURI="http://id.loc.gov/vocabulary/identifiers/doi">10.1016/j.ecolmodel.2011.01.017</mods:identifier>
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                    <mods:abstract lang="eng">Land-use change models are typically calibrated to reproduce known historic changes. Calibration results can then be assessed by comparing two datasets: the simulated land-use map and the actual land-use map at the same time. A common method for this is the Kappa statistic, which expresses the agreement between two categorical datasets corrected for the expected agreement. This expected agreement is based on a stochastic model of random allocation given the distribution of class sizes. However, when a model starts from an initial land-use map and makes changes to it, that stochastic model does not pose a meaningful reference level. This paper introduces KSimulation, a statistic that is identical in form to the Kappa statistic but instead applies a more appropriate stochastic model of random allocation of class transitions relative to the initial map. The new method is illustrated on a simple example and then the results of the Kappa statistic and KSimulation are compared using the results of a land-use model. It is found that only KSimulation truly tests models in their capacity to explain land-use changes over time, and unlike Kappa it does not inflate results for simulations where little change takes place over time.</mods:abstract>
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                      <mods:topic>Wageningen Environmental Research</mods:topic>
                      <mods:topic>PE&amp;RC</mods:topic>
                      <mods:topic>Centre Geo-information</mods:topic>
                      <mods:topic>Geo-information Science and Remote Sensing</mods:topic>
                      <mods:topic>cover</mods:topic>
                      <mods:topic>landscape</mods:topic>
                      <mods:topic>maps</mods:topic>
                      <mods:topic>performance</mods:topic>
                      <mods:topic>skill</mods:topic>
                      <mods:topic>spatial simulation-models</mods:topic>
                      <mods:topic>validation</mods:topic>
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                      <mods:topic>Wageningen Environmental Research</mods:topic>
                      <mods:topic>PE&amp;RC</mods:topic>
                      <mods:topic>Alterra - Centrum Geo-informatie</mods:topic>
                      <mods:topic>Geo-information Science and Remote Sensing</mods:topic>
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                        <mods:title>Ecological Modelling</mods:title>
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                          <mods:number>222</mods:number>
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                          <mods:number>8</mods:number>
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