Tuning diversity in bagged ensembles |
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Authors: | Carney J G Cunningham P |
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Affiliation: | Department of Computer Science, University of Dublin, Trinity College, Ireland. John.Carney@cs.tcd.ie |
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Abstract: | In this paper, we investigate how the level of diversity amongst individual neural networks in a bagged ensemble can significantly influence overall ensemble generalization performance. We propose a new technique that tunes this diversity so that ensemble generalization performance is optimized and evaluate its performance on benchmark regression data-sets. |
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