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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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書目詳細資料
發表在:Front Neurosci
Main Authors: Stromatias, Evangelos, Neil, Daniel, Pfeiffer, Michael, Galluppi, Francesco, Furber, Steve B., Liu, Shih-Chii
格式: Artigo
語言:Inglês
出版: Frontiers Media S.A. 2015
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在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC4496577/
https://ncbi.nlm.nih.gov/pubmed/26217169
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fnins.2015.00222
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