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控制理论与应用 2010
Dynamic optimization structure design for neural networks: review and perspective
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Abstract:
The influence of the structure design to the capabilities of neural networks is discussed in this paper. The development history of the dynamic structure neural networks, especially the growing and the pruning neural networks are introduced. The substantial results on the computing capabilities, learning theories, stability of neural networks are then analyzed. Finally, the research on the dynamic optimization structure design is summarized and several views are put forward.