Browsing by Author "Pontius Junior, Robert G."

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    SimiVal, a multi-criteria map comparison tool for land-change model projections.
    (2016) Bradley, Andrew V.; Rosa, Isabel Maria Duarte; Pontius Junior, Robert G.; Ahmed, Sadia E.; Araújo, Miguel Bastos; Brown, Daniel G.; Brandão Júnior, Amintas; Câmara, Gilberto; Carneiro, Tiago Garcia de Senna; Hartley, Andrew J.; Smith, Matthew J.; Ewers, Robert M.
    The multiple uses of land-cover models have led to validation with choice metrics or an ad hoc choice of the validation metrics available. To address this, we have identified the major dimensions of land-cover maps that ought to be evaluated and devised a Similarity Validation (SimiVal) tool. SimiVal uses a linear regression to test a modelled projection against benchmark cases of, perfect, observed and systematicbias, calculated by rescaling the metrics from a random case relative to the observed, perfect case. The most informative regression coefficients, p-value and slope, are plot on a ternary graph of ‘similarity space’ whose extremes are the three benchmark cases. SimiVal is tested on projections of two deliberately contrasting land-cover models to show the similarity between intra- and inter-model parameterisations. We find metrics of landscape structure are important in distinguishing between different projections of the same model. Predictive and exploratory models can benefit from the tool.