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Data-Analysis or Simulation-Model - a Critical-Evaluation of Some Methods

Van Tongeren F. R., O. (1995) Data-Analysis or Simulation-Model - a Critical-Evaluation of Some Methods. Ecological Modelling, 78, 51-60. ISSN 0304-3800.

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Official URL: http://dx.doi.org/10.1016/0304-3800(94)00117-Z

Abstract

The use of regression, ordination and dynamic ecosystem modelling in limnology is discussed by evaluating some of the vices and virtues of these techniques. Both general characteristics of the approaches and a few examples are used to stress the importance of analysis of the residuals for evaluation of the models. Not completely unexpected, a simple ordination model did not perform worse than a complicated ecosystem model, both applied to the same lake system. Both models are shown to fail for prediction purposes, mainly because the error variance in the data used for parameter estimation is large compared to the variance that can be explained. Integration of regression, multivariate analysis and dynamic ecosystem modelling, all followed by analysis of the residuals, is advised. Nested models are proposed as a solution for the problem of changing parameters and for the problem of parameters being different among lakes. [KEYWORDS: Fresh-water ecosystems; limnology; model evaluation Loosdrecht lakes; uncertainty; environment; ordination; phosphorus]

Item Type:Article
ID Code:10366
Deposited On:25 Nov 2011 01:00
Last Modified:24 Apr 2012 16:40

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