How Receptive Field Parameters Affect Neural Learning
Abstract
We identify the three principle factors affecting the performance of learn(cid:173) ing by networks with localized units: unit noise, sample density, and the structure of the target function. We then analyze the effect of unit recep(cid:173) tive field parameters on these factors and use this analysis to propose a new learning algorithm which dynamically alters receptive field properties during learning.
Cite
Text
Mel and Omohundro. "How Receptive Field Parameters Affect Neural Learning." Neural Information Processing Systems, 1990.Markdown
[Mel and Omohundro. "How Receptive Field Parameters Affect Neural Learning." Neural Information Processing Systems, 1990.](https://mlanthology.org/neurips/1990/mel1990neurips-receptive/)BibTeX
@inproceedings{mel1990neurips-receptive,
title = {{How Receptive Field Parameters Affect Neural Learning}},
author = {Mel, Bartlett W. and Omohundro, Stephen M.},
booktitle = {Neural Information Processing Systems},
year = {1990},
pages = {757-763},
url = {https://mlanthology.org/neurips/1990/mel1990neurips-receptive/}
}