ML Anthology

Derivation of Linear Hebbian Equations from a Nonlinear Hebbian Model of Synaptic Plasticity

Kenneth D. Miller
NeCo 1990 pp. 321-333
doi:10.1162/NECO.1990.2.3.321 /neco/1990/miller1990neco-derivation/

Abstract

A linear Hebbian equation for synaptic plasticity is derived from a more complex, nonlinear model by considering the initial development of the difference between two equivalent excitatory projections. This provides a justification for the use of such a simple equation to model activity-dependent neural development and plasticity, and allows analysis of the biological origins of the terms in the equation. Connections to previously published models are discussed.

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Cite

Text

Miller. "Derivation of Linear Hebbian Equations from a Nonlinear Hebbian Model of Synaptic Plasticity." Neural Computation, 1990. doi:10.1162/NECO.1990.2.3.321

Markdown

[Miller. "Derivation of Linear Hebbian Equations from a Nonlinear Hebbian Model of Synaptic Plasticity." Neural Computation, 1990.](https://mlanthology.org/neco/1990/miller1990neco-derivation/) doi:10.1162/NECO.1990.2.3.321

BibTeX

@article{miller1990neco-derivation,
  title     = {{Derivation of Linear Hebbian Equations from a Nonlinear Hebbian Model of Synaptic Plasticity}},
  author    = {Miller, Kenneth D.},
  journal   = {Neural Computation},
  year      = {1990},
  pages     = {321-333},
  doi       = {10.1162/NECO.1990.2.3.321},
  volume    = {2},
  url       = {https://mlanthology.org/neco/1990/miller1990neco-derivation/}
}