ML Anthology

Temporal Differentiation and Violation of Time-Reversal Invariance in Neurocomputation of Visual Information

D. S. Tang, Vinod Menon
NeCo 1990 pp. 162-172
doi:10.1162/NECO.1990.2.2.162 /neco/1990/tang1990neco-temporal/

Abstract

Information-theoretic techniques have been employed to study the time-dependent connection strength of a three-layer feedforward neural network. The analysis shows (1) there is a natural emergence of time-dependent receptive field that performs temporal differentiation and (2) the result is shown to be a consequence of a mechanism based on violation of the time-reversal invariance in the visual information processing system. Both analytic and numerical studies are presented.

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Cite

Text

Tang and Menon. "Temporal Differentiation and Violation of Time-Reversal Invariance in Neurocomputation of Visual Information." Neural Computation, 1990. doi:10.1162/NECO.1990.2.2.162

Markdown

[Tang and Menon. "Temporal Differentiation and Violation of Time-Reversal Invariance in Neurocomputation of Visual Information." Neural Computation, 1990.](https://mlanthology.org/neco/1990/tang1990neco-temporal/) doi:10.1162/NECO.1990.2.2.162

BibTeX

@article{tang1990neco-temporal,
  title     = {{Temporal Differentiation and Violation of Time-Reversal Invariance in Neurocomputation of Visual Information}},
  author    = {Tang, D. S. and Menon, Vinod},
  journal   = {Neural Computation},
  year      = {1990},
  pages     = {162-172},
  doi       = {10.1162/NECO.1990.2.2.162},
  volume    = {2},
  url       = {https://mlanthology.org/neco/1990/tang1990neco-temporal/}
}