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Random synaptic feedback weights support error backpropagation for deep learning

The brain processes information through multiple layers of neurons. This deep architecture is representationally powerful, but complicates learning because it is difficult to identify the responsible neurons when a mistake is made. In machine learning, the backpropagation algorithm assigns blame by...

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Veröffentlicht in:Nat Commun
Hauptverfasser: Lillicrap, Timothy P., Cownden, Daniel, Tweed, Douglas B., Akerman, Colin J.
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Publishing Group 2016
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5105169/
https://ncbi.nlm.nih.gov/pubmed/27824044
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/ncomms13276
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