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With very small data sets, any modelling technique will lead to poorly performing models.
This shows a small number of relatively better performing models, followed by a gradual decline in model performance.
The best performing models are presented.
Best performing models are based entirely on remotely sensed data.
For the best performing models, the NDVI-based predictors had a larger contribution.
We also projected the model onto future climate scenarios from our eight best performing models using GAMs and all presence-absence locations.
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CODEm, which was designed to develop ensembles of best-performing models, is the cause of death modelling approach that was used for a majority of the diseases and injuries in GBD 2010 (see Foreman et al. [26] for more detail).
Proteins in a set of high-performing models that have an identical cross-validation performance were ranked according to their frequency among models.
The top attributes selected by the best-performing models were then used to build models with performance comparable to those using the entire dataset.
With careful consideration, it can allow us to develop high-performing models that are accurate and conscionable.
Average AUC values were then calculated from the five top-performing models in each ontology, excluding those models that provide only single-score predictions.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com