Uniformly Stable Backpropagation Algorithm to Train a Feedforward Neural Network

Neural networks (NNs) have numerous applications to online processes, but the problem of stability is rarely discussed. This is an extremely important issue because, if the stability of a solution is not guaranteed, the equipment that is being used can be damaged, which can also cause serious accide...

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Veröffentlicht in:	IEEE transaction on neural networks and learning systems 2011-03, Vol.22 (3), p.356-366
Hauptverfasser:	de Jesús Rubio, José, Angelov, Plamen, Pacheco, Jaime
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Applied sciences Artificial Intelligence Artificial neural networks Asymptotic stability Computer science control theory systems Connectionism. Neural networks Exact sciences and technology Identification Inference algorithms Inventory control, production control. Distribution Linear Models neural networks Neural Networks (Computer) Nonlinear systems Operational research and scientific management Operational research. Management science Pattern Recognition, Automated - methods prediction Prediction algorithms Software Design stability Stability analysis Studies Teaching - methods Uncertainty warehouse
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