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Robustness of spiking Deep Belief Networks to noise and reduced bit precision of neuro-inspired hardware platforms

Increasingly large deep learning architectures, such as Deep Belief Networks (DBNs) are the focus of current machine learning research and achieve state-of-the-art results in different domains. However, both training and execution of large-scale Deep Networks require vast computing resources, leadin...

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Detalles Bibliográficos
Autores principales: Stromatias, Evangelos, Neil, Daniel, Pfeiffer, Michael, Galluppi, Francesco, Furber, Steve B., Liu, Shih-Chii
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4496577/
https://www.ncbi.nlm.nih.gov/pubmed/26217169
http://dx.doi.org/10.3389/fnins.2015.00222