Neural network ensembles | IEEE Journals & Magazine | IEEE Xplore

Neural network ensembles


Abstract:

Several means for improving the performance and training of neural networks for classification are proposed. Crossvalidation is used as a tool for optimizing network para...Show More

Abstract:

Several means for improving the performance and training of neural networks for classification are proposed. Crossvalidation is used as a tool for optimizing network parameters and architecture. It is shown that the remaining residual generalization error can be reduced by invoking ensembles of similar networks.<>
Page(s): 993 - 1001
Date of Publication: 06 August 2002

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