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Neural network ensembles

Lars Kai HansenDepartment of Mathematical Sciences, San Diego State University, San Diego, CA, USAPeter SalamonDepartment of Mathematical Sciences, San Diego State University, San Diego, CA, USA
1990en
ABI

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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.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">&gt;</ETX>

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