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However, the optimal selection of predictors can be problematic when focusing on a localized region.
Although the selection of predictors was challenging during the set-up of SDSM, they were found to be indicative of important physical forcings in the basins.
In a context of better availability of environmental data, as well as pathogen related data, a fine tuned, ecologically meaningful selection of predictors as allowed using the RBHC, and thorough understanding of what each'keyhole' dataset allows to study is of great interest.
The search for surrogates of changes in species richness and community structure in fragmented landscapes involves not only the selection of predictors, such as landscape metrics or environmental variables, but also the identification of the spatial scale that is most relevant to the taxa in question.
M.E El-Hawary and his students [10] performed a comparison to determine the selection of predictors (meteorological variables) for their neural network model.
Allen [1] proposed the PRESS (Prediction Sum of Squares) criteria, equivalent to leave-one-out cross-validation, for problems with selection of predictors and suggested it for general use.
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One focus was on the selection of predictor variables to analyze the impact of different completion techniques depending on the specific gaps in the data set.
Much of the focus in estimating crown biomass has been in the form of regression models and in the selection of predictor variables rather than in the methods of sample selection.
Thus, our results confirm the importance of careful selection of predictor variables [ 28].
Outliers identified by proximity matrix may adversely affect the selection of predictor genes in RF.
The selection of predictor genes was performed essentially as previously described using standard statistical techniques.
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