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Combining Artificial Neural Nets : Ensemble and Modular Multi-Net Systems - Amanda J.C. Sharkey

Combining Artificial Neural Nets

Ensemble and Modular Multi-Net Systems

By: Amanda J.C. Sharkey

eText | 6 December 2012 | Edition Number 1

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This volume, written by leading researchers, presents methods of combining neural nets to improve their performance. The techniques include ensemble-based approaches, where a variety of methods are used to create a set of different nets trained on the same task, and modular approaches, where a task is decomposed into simpler problems. The techniques are also accompanied by an evaluation of their relative effectiveness and their application to a variety of problems.
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