Network Plasticity as Bayesian Inference

David Kappel; Stefan Habenschuss; Robert Legenstein; Wolfgang Maass

doi:10.1371/journal.pcbi.1004485

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Open Access

Peer-reviewed

Research Article

Network Plasticity as Bayesian Inference

David Kappel ,

Contributed equally to this work with: David Kappel, Stefan Habenschuss

* E-mail: david@igi.tugraz.at

Affiliation Institute for Theoretical Computer Science, Graz University of Technology, A-8010 Graz, Austria
⨯
Stefan Habenschuss ,

Contributed equally to this work with: David Kappel, Stefan Habenschuss

Affiliation Institute for Theoretical Computer Science, Graz University of Technology, A-8010 Graz, Austria
⨯
Robert Legenstein,

Affiliation Institute for Theoretical Computer Science, Graz University of Technology, A-8010 Graz, Austria
⨯
Wolfgang Maass

Affiliation Institute for Theoretical Computer Science, Graz University of Technology, A-8010 Graz, Austria
⨯

Network Plasticity as Bayesian Inference

David Kappel,
Stefan Habenschuss,
Robert Legenstein,
Wolfgang Maass

Published: November 6, 2015
https://doi.org/10.1371/journal.pcbi.1004485

About the Authors

David Kappel

Contributed equally to this work with: David Kappel, Stefan Habenschuss

* E-mail: david@igi.tugraz.at

Affiliation Institute for Theoretical Computer Science, Graz University of Technology, A-8010 Graz, Austria

Stefan Habenschuss

Contributed equally to this work with: David Kappel, Stefan Habenschuss

Affiliation Institute for Theoretical Computer Science, Graz University of Technology, A-8010 Graz, Austria

Robert Legenstein

Affiliation Institute for Theoretical Computer Science, Graz University of Technology, A-8010 Graz, Austria

Wolfgang Maass

Affiliation Institute for Theoretical Computer Science, Graz University of Technology, A-8010 Graz, Austria

Competing Interests

The authors have declared that no competing interests exist.

Author Contributions

Conceived and designed the experiments: DK RL WM SH. Performed the experiments: DK. Analyzed the data: DK. Wrote the paper: WM RL DK SH. Developed the theory: SH RL DK.

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Neurons
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Neural networks
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Synaptic plasticity
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Action potentials
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Network analysis
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Sensory perception
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