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Influence of graphical weights’ interpretation and filtration algorithms on generalization ability of neural networks applied to digit recognition

In this paper, the method of the graphical interpretation of the single-layer network weights is introduced. It is shown that the network parameters can be converted to the image and their particular elements are the pixels. For this purpose, weight-to-pixel conversion formula is used. Moreover, new...

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Detalles Bibliográficos
Autores principales: Kusy, Maciej, Szczepanski, Damian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer-Verlag 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3442175/
https://www.ncbi.nlm.nih.gov/pubmed/22997482
http://dx.doi.org/10.1007/s00521-011-0754-8