How Receptive Field Parameters Affect Neural Learning
Title | How Receptive Field Parameters Affect Neural Learning |
Publication Type | Technical Report |
Year of Publication | 1991 |
Authors | Omohundro, S., & Mel B. W. |
Other Numbers | 640 |
Abstract | We identify the three principle factors affecting the performance of learning by networks with localized units: unit noise, sample density, and the structure of the target function. We then analyze the effect of unit receptive field parameters on these factors and use this analysis to propose a new learning algorithm which dynamically alters receptive field properties during learning. |
URL | http://www.icsi.berkeley.edu/ftp/global/pub/techreports/1991/tr-91-010.pdf |
Bibliographic Notes | ICSI Technical Report TR-91-010 |
Abbreviated Authors | S. M. Omohundro and B. W. Mel |
ICSI Publication Type | Technical Report |