Fisher Information Matrix and its Application of Bipolar Activation Function Based Multilayer Perceptrons With General Gaussian Input

For the widely used multilayer perceptrons (MLPs), there exist singularities in the parameter space where Fisher information matrix (FIM) degenerates on these subspaces. The singularities seriously influence the learning dynamics of MLPs which have attracted many researchers’ attentions. As F...

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Autors principals:	Weili Guo, Guangyu Li, Jianfeng Lu
Format:	Artigo
Idioma:	Inglês
Publicat:	IEEE 2022-01-01
Col·lecció:	IEEE Access
Matèries:	Fisher information matrix multilayer perceptrons singularity bipolar error function general Gaussian input
Accés en línia:	https://ieeexplore.ieee.org/document/9973293/
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