Regarding Dr. Robertson's comment regarding the use of fit statistics along with information-theoretic model selection metrics. Recall that model selection metrics provide a relative measure among competing models (i.e., "is model A preferable to model B"), but they do not inform about whether the models (selected or not) fit the data. It is plausible that the 'best' model in a candidate set produces rubbish predictions. So some measure of absolute fit (distance between the data and the predictions made by a model) is also needed when assessing whether the 'best' model is also a 'good' model.

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Eric Rexstad
Research Unit for Wildlife Population Assessment
Centre for Research into Ecological and Environmental Modelling
University of St. Andrews
St. Andrews Scotland KY16 9LZ
+44 (0)1334 461833
The University of St Andrews is a charity registered in Scotland : No SC013532

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