Neural network ensembles

Journal: IEEE Transactions on Pattern Analysis and Machine Intelligence • • IEEE Computer Society • ISSN: 0162-8828

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.>

Subjects & Keywords

How to Cite this Article

Lars Kai Hansen, Peter Salamon (1990). "Neural network ensembles". IEEE Transactions on Pattern Analysis and Machine Intelligence. https://doi.org/10.1109/34.58871