| Автор | D. R. C. Dominguez |
| Автор | M. Maravall |
| Автор | A. Turiel |
| Автор | J. C. Ciria |
| Автор | N. Parga |
| Дата выпуска | 1999-03-15 |
| dc.description | The mutual information of a single-layer perceptron with N Gaussian inputs and P deterministic binary outputs is studied by numerical simulations. The relevant parameters of the problem are the ratio between the number of output and input units, α = P/N, and those describing the two-point correlations between inputs. The main motivation of this work refers to the comparison between the replica computation of the mutual information and an analytical solution valid up to α ∼ O(1). The most relevant results are: 1) the simulation supports the validity of the analytical prediction, and 2) it also verifies a previously proposed conjecture that the replica solution interpolates well between large and small values of α. |
| Формат | application.pdf |
| Издатель | Institute of Physics Publishing |
| Копирайт | 1999 EDP Sciences |
| Название | Numerical simulation of a binary communication channel: Comparison between a replica calculation and an exact solution |
| Тип | lett |
| DOI | 10.1209/epl/i1999-00230-6 |
| Electronic ISSN | 1286-4854 |
| Print ISSN | 0295-5075 |
| Журнал | EPL (Europhysics Letters) |
| Том | 45 |
| Первая страница | 739 |
| Последняя страница | 744 |
| Аффилиация | D. R. C. Dominguez; Departamento de Física Teórica, Universidad Autónoma de Madrid Cantoblanco, 28049 Madrid, Spain |
| Аффилиация | M. Maravall; Departamento de Física Teórica, Universidad Autónoma de Madrid Cantoblanco, 28049 Madrid, Spain |
| Аффилиация | A. Turiel; Departamento de Física Teórica, Universidad Autónoma de Madrid Cantoblanco, 28049 Madrid, Spain |
| Аффилиация | J. C. Ciria; Departamento de Física Teórica, Universidad Autónoma de Madrid Cantoblanco, 28049 Madrid, Spain |
| Аффилиация | N. Parga; Departamento de Física Teórica, Universidad Autónoma de Madrid Cantoblanco, 28049 Madrid, Spain |
| Выпуск | 6 |
