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Colin D. MacLeod Laura Mandleberg Caroline Schweder Sarah M. Bannon Graham J. Pierce 《Hydrobiologia》2008,612(1):21-32
Approaches for modelling the distribution of animals in relation to their environment can be divided into two basic types,
those which use records of absence as well as records of presence and those which use only presence records. For terrestrial
species, presence–absence approaches have been found to produce models with greater predictive ability than presence-only
approaches. This study compared the predictive ability of both approaches for a marine animal, the harbour porpoise (Phoceoena phocoena). Using data on the occurrence of harbour porpoises in the Sea of Hebrides, Scotland, the predictive abilities of one presence–absence
approach (generalised linear modelling—GLM) and three presence-only approaches (Principal component analysis—PCA, ecological
niche factor analysis—ENFA and genetic algorithm for rule-set prediction—GARP) were compared. When the predictive ability
of the models was assessed using receiver operating characteristic (ROC) plots, the presence–absence approach (GLM) was found
to have the greatest predictive ability. However, all approaches were found to produce models that predicted occurrence significantly
better than a random model and the GLM model did not perform significantly better than ENFA and GARP. The PCA had a significantly
lower predictive ability than GLM but not the other approaches. In addition, all models predicted a similar spatial distribution.
Therefore, while models constructed using presence–absence approaches are likely to provide the best understanding of species
distribution within a surveyed area, presence-only models can perform almost as well. However, careful consideration of the
potential limitations and biases in the data, especially with regards to representativeness, is needed if the results of presence-only
models are to be used for conservation and/or management purposes.
Guest editor: V. D. Valavanis
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