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Transferring Learning from External to Internal Weights in Echo-State Networks with Sparse Connectivity

Modifying weights within a recurrent network to improve performance on a task has proven to be difficult. Echo-state networks in which modification is restricted to the weights of connections onto network outputs provide an easier alternative, but at the expense of modifying the typically sparse arc...

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Bibliografiske detaljer
Main Authors: Sussillo, David, Abbott, L.F.
Format: Artigo
Sprog:Inglês
Udgivet: Public Library of Science 2012
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC3360031/
https://ncbi.nlm.nih.gov/pubmed/22655041
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0037372
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