Performance of several variable-selection methods applied to real ecological data

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Performance of several variable-selection methods applied to real ecological data.

I evaluated the predictive ability of statistical models obtained by applying seven methods of variable selection to 12 ecological and environmental data sets. Cross-validation, involving repeated splits of each data set into training and validation subsets, was used to obtain honest estimates of predictive ability that could be fairly compared among methods. There was surprisingly little diffe...

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ژورنال

عنوان ژورنال: Ecology Letters

سال: 2009

ISSN: 1461-023X,1461-0248

DOI: 10.1111/j.1461-0248.2009.01361.x