Weight statistics controls dynamics in recurrent neural networks

Patrick Krauss; Marc Schuster; Verena Dietrich; Achim Schilling; Holger Schulze; Claus Metzner

doi:10.1371/journal.pone.0214541

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Open Access

Peer-reviewed

Research Article

Weight statistics controls dynamics in recurrent neural networks

Patrick Krauss ,

Roles Conceptualization, Supervision, Writing – original draft

* E-mail: patrick.krauss@uk-erlangen.de

Affiliations Cognitive Computational Neuroscience Group at the Chair of English Philology and Linguistics, Department of English and American Studies, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany, Experimental Otolaryngology, Neuroscience Group, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany

http://orcid.org/0000-0002-6611-7733

⨯
Marc Schuster,

Roles Software, Visualization

Affiliation Experimental Otolaryngology, Neuroscience Group, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany
⨯
Verena Dietrich,

Roles Software, Visualization

Affiliation Experimental Otolaryngology, Neuroscience Group, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany
⨯
Achim Schilling,

Roles Supervision, Validation

Affiliations Cognitive Computational Neuroscience Group at the Chair of English Philology and Linguistics, Department of English and American Studies, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany, Experimental Otolaryngology, Neuroscience Group, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany
⨯
Holger Schulze,

Roles Supervision

Affiliation Experimental Otolaryngology, Neuroscience Group, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany
⨯
Claus Metzner

Roles Conceptualization, Supervision, Validation, Writing – original draft

Affiliations Experimental Otolaryngology, Neuroscience Group, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany, Biophysics Group, Department of Physics, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany

http://orcid.org/0000-0002-5709-4306

⨯

Weight statistics controls dynamics in recurrent neural networks

Patrick Krauss,
Marc Schuster,
Verena Dietrich,
Achim Schilling,
Holger Schulze,
Claus Metzner

Published: April 9, 2019
https://doi.org/10.1371/journal.pone.0214541
See the preprint

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