Analysis of Linsker's Simulations of Hebbian Rules
Abstract
Linsker has reported the development of centre---surround receptive fields and oriented receptive fields in simulations of a Hebb-type equation in a linear network. The dynamics of the learning rule are analysed in terms of the eigenvectors of the covariance matrix of cell activities. Analytic and computational results for Linsker's covariance matrices, and some general theorems, lead to an expla(cid:173) nation of the emergence of centre---surround and certain oriented structures.
Cite
Text
MacKay and Miller. "Analysis of Linsker's Simulations of Hebbian Rules." Neural Information Processing Systems, 1989.Markdown
[MacKay and Miller. "Analysis of Linsker's Simulations of Hebbian Rules." Neural Information Processing Systems, 1989.](https://mlanthology.org/neurips/1989/mackay1989neurips-analysis/)BibTeX
@inproceedings{mackay1989neurips-analysis,
title = {{Analysis of Linsker's Simulations of Hebbian Rules}},
author = {MacKay, David J. C. and Miller, Kenneth D.},
booktitle = {Neural Information Processing Systems},
year = {1989},
pages = {694-701},
url = {https://mlanthology.org/neurips/1989/mackay1989neurips-analysis/}
}