| dc.creator |
Romeo Val, August |
|
| dc.date |
2011-07-07T12:50:25Z |
|
| dc.date |
2011-07-07T12:50:25Z |
|
| dc.date |
1993 |
|
| dc.date.accessioned |
2024-12-16T10:27:17Z |
|
| dc.date.available |
2024-12-16T10:27:17Z |
|
| dc.identifier |
1063-651X |
|
| dc.identifier |
http://hdl.handle.net/2445/18685 |
|
| dc.identifier |
73475 |
|
| dc.identifier.uri |
http://fima-docencia.ub.edu:8080/xmlui/handle/123456789/22195 |
|
| dc.description |
Stochastic learning processes for a specific feature detector are studied. This technique is applied to nonsmooth multilayer neural networks requested to perform a discrimination task of order 3 based on the ssT-block¿ssC-block problem. Our system proves to be capable of achieving perfect generalization, after presenting finite numbers of examples, by undergoing a phase transition. The corresponding annealed theory, which involves the Ising model under external field, shows good agreement with Monte Carlo simulations. |
|
| dc.format |
10 p. |
|
| dc.format |
application/pdf |
|
| dc.language |
eng |
|
| dc.publisher |
The American Physical Society |
|
| dc.relation |
Reproducció del document publicat a: http://dx.doi.org/10.1103/PhysRevE.47.2162 |
|
| dc.relation |
Physical Review E, 1993, vol. 47, núm. 3, p. 2162-2171 |
|
| dc.relation |
http://dx.doi.org/10.1103/PhysRevE.47.2162 |
|
| dc.rights |
(c) The American Physical Society, 1993 |
|
| dc.rights |
info:eu-repo/semantics/openAccess |
|
| dc.source |
Articles publicats en revistes (Cognició, Desenvolupament i Psicologia de l'Educació) |
|
| dc.subject |
Física estadística |
|
| dc.subject |
Processos estocàstics |
|
| dc.subject |
Biofísica |
|
| dc.subject |
Statistical physics |
|
| dc.subject |
Stochastic processes |
|
| dc.subject |
Biophysics |
|
| dc.title |
Generalization transitions in Hidden-Layer neural networks for third-order feature discrimination |
|
| dc.type |
info:eu-repo/semantics/article |
|
| dc.type |
info:eu-repo/semantics/publishedVersion |
|