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Towards a more analytical training of neural networks and neuro-fuzzy systems

Towards a more analytical training of neural networks and neuro-fuzzy systems,10.1109/WISP.2011.6051695,Antonio E Ruano,Cristiano L. Cabrita,Pedro M.

Towards a more analytical training of neural networks and neuro-fuzzy systems   (Citations: 1)
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    • ...The new concept (denoted as functional training) minimizes the integral of the analytical error between the process output and the model output [1]...
    • ...This paper must be seen as a follow-up of [1], where the basic methodology concerning the functional training is presented...
    • ...For the functional version (continuous data case), we have shown in [1] that, to implement the BP algorithm, we would need to have expressions (38-39) available...
    • ...In the accompanying paper [1], we have claimed that this new approach brings considerable computational savings for the training...
    • ...This implies that an efficient way to numerically compute equations (40) and (41) in [1] must be found...

    Cristiano L. Cabritaet al. Exploiting the functional training approach in Radial Basis Function n...

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