West, Ansgar H L and Saad, David (1997). Capacity of the upstart algorithm. IN: Mathematics of Neural Networks: Models, Algorithms and Applications. Ellacott, Stephen W.; Mason, John C. and Anderson, Iain J. (eds) Oxford: Kluwer.
Abstract
The storage capacity of multilayer networks with overlapping receptive fields is investigated for a constructive algorithm within a one-step replica symmetry breaking (RSB) treatment. We find that the storage capacity increases logarithmically with the number of hidden units <span class='mathrm'>K</span> without saturating the Mitchison-Durbin bound. The slope of the logarithmic increase decays exponentionally with the stability with which the patterns have been stored.
| Publication DOI: | https://doi.org/10.1007/978-1-4615-6099-9_65 |
|---|---|
| Divisions: | College of Engineering & Physical Sciences > Systems analytics research institute (SARI) Aston University (General) |
| Additional Information: | The original publication is available at www.springerlink.com |
| Uncontrolled Keywords: | algorithms,design,experimentation,human factors,measurement,performance,reliability,security,theory,werification |
| ISBN: | 0-7923-9933-1 |
| Last Modified: | 29 Oct 2024 16:27 |
| Date Deposited: | 08 Jul 2009 10:58 |
| Full Text Link: | |
| Related URLs: |
https://link.sp ... -4615-6099-9_65
(Publisher URL) |
PURE Output Type: | Chapter |
| Published Date: | 1997 |
| Authors: |
West, Ansgar H L
Saad, David ( 
0000-0001-9821-2623)
|
![[img]](https://publications.aston.ac.uk/style/images/fileicons/application_pdf.png)
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