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Superiority of quadratic over conventional neural networks for classification of gaussian mixture data

To enrich the diversity of artificial neurons, a type of quadratic neurons was proposed previously, where the inner product of inputs and weights is replaced by a quadratic operation. In this paper, we demonstrate the superiority of such quadratic neurons over conventional counterparts. For this pur...

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Detalles Bibliográficos
Autores principales: Qi, Tianrui, Wang, Ge
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Nature Singapore 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9515302/
https://www.ncbi.nlm.nih.gov/pubmed/36167898
http://dx.doi.org/10.1186/s42492-022-00118-z