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Unsupervised Feature Learning With Winner-Takes-All Based STDP

We present a novel strategy for unsupervised feature learning in image applications inspired by the Spike-Timing-Dependent-Plasticity (STDP) biological learning rule. We show equivalence between rank order coding Leaky-Integrate-and-Fire neurons and ReLU artificial neurons when applied to non-tempor...

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書目詳細資料
發表在:Front Comput Neurosci
Main Authors: Ferré, Paul, Mamalet, Franck, Thorpe, Simon J.
格式: Artigo
語言:Inglês
出版: Frontiers Media S.A. 2018
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在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC5895733/
https://ncbi.nlm.nih.gov/pubmed/29674961
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fncom.2018.00024
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