ML Anthology

On the Information Storage Capacity of Local Learning Rules

Günther Palm
NeCo 1992 pp. 703-711
doi:10.1162/NECO.1992.4.5.703 /neco/1992/palm1992neco-information/

Abstract

A simple relation between the storage capacity A for autoassociation and H for heteroassociation with a local learning rule is demonstrated: H = 2A. Both values are bounded by local learning bounds: A ≤ LA and H ≤ LH. LH = 2LA is evaluated numerically.

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Cite

Text

Palm. "On the Information Storage Capacity of Local Learning Rules." Neural Computation, 1992. doi:10.1162/NECO.1992.4.5.703

Markdown

[Palm. "On the Information Storage Capacity of Local Learning Rules." Neural Computation, 1992.](https://mlanthology.org/neco/1992/palm1992neco-information/) doi:10.1162/NECO.1992.4.5.703

BibTeX

@article{palm1992neco-information,
  title     = {{On the Information Storage Capacity of Local Learning Rules}},
  author    = {Palm, Günther},
  journal   = {Neural Computation},
  year      = {1992},
  pages     = {703-711},
  doi       = {10.1162/NECO.1992.4.5.703},
  volume    = {4},
  url       = {https://mlanthology.org/neco/1992/palm1992neco-information/}
}