Multilayer neural networks : a generalized Net perspective
The primary purpose of this book is to show that a multilayer neural network can be considered as a multistage system, and then that the learning of this class of neural networks can be treated as a special sort of the optimal control problem. In this way, the optimal control problem methodology, li...
שמור ב:
| מחבר ראשי: | |
|---|---|
| פורמט: | Livre numérique |
| שפה: | Anglais |
| יצא לאור: |
Cham :
Springer International Publishing
[20..].
Cham : Springer Nature |
| מהדורה: | 1st ed. 2013. |
| סדרה: | Studies in Computational Intelligence
478 |
| גישה מקוונת: | Accès sur la plateforme de l'éditeur Accès sur la plateforme Istex Accès Université d'Orléans Accès INSA CVL |
| הערה: |
Archives Springer e-books (Licence nationale) Archives Springer e-books (Licence nationale) |
| Autres localisations: | Voir dans le Sudoc |
| Edition sous un autre format: | • Multilayer Neural Networks, Texte imprimé, 9783319002477 • Multilayer Neural Networks, Texte imprimé, 9783319002491 • Multilayer Neural Networks, Texte imprimé, 9783319033907 • Multilayer Neural Networks, Texte imprimé, 9783319002477 |
| LEADER | 03516nam a22003617a 4500 | ||
|---|---|---|---|
| 001 | 946170 | ||
| 008 | 130507q2000 xx ||| |||| 00| 0 eng d | ||
| 009 | PPN169137473 | ||
| 020 | |a 9783319002484 | ||
| 041 | 0 | |a eng | |
| 082 | |a 006.3 | ||
| 100 | 1 | |a Krawczak, Maciej, |d 19..- | |
| 245 | 1 | 0 | |a Multilayer neural networks : |b a generalized Net perspective |c by Maciej Krawczak. |
| 250 | |a 1st ed. 2013. | ||
| 260 | |a Cham : |b Springer International Publishing. | ||
| 260 | |a Cham : |b Springer Nature, |c [20..]. | ||
| 490 | 0 | |a Studies in Computational Intelligence |v 478 |x 1860-9503 | |
| 500 | |a Archives Springer e-books (Licence nationale) | ||
| 500 | |a Archives Springer e-books (Licence nationale) | ||
| 505 | 1 | |a Introduction to Multilayer Neural Networks Basics of Generalized Nets Simulation Process of Neural Networks Learning from Examples Learning as a Control Process Parameterisation of Learning Adjoint Neural Networks | |
| 506 | |a Accès en ligne pour les établissements français bénéficiaires des licences nationales | ||
| 506 | |a Accès soumis à abonnement pour tout autre établissement | ||
| 506 | |a Conditions particulières de réutilisation pour les bénéficiaires des licences nationales. https://www.licencesnationales.fr/springer-nature-ebooks-contrat-licence-ln-2017 | ||
| 520 | |a The primary purpose of this book is to show that a multilayer neural network can be considered as a multistage system, and then that the learning of this class of neural networks can be treated as a special sort of the optimal control problem. In this way, the optimal control problem methodology, like dynamic programming, with modifications, can yield a new class of learning algorithms for multilayer neural networks. Another purpose of this book is to show that the generalized net theory can be successfully used as a new description of multilayer neural networks. Several generalized net descriptions of neural networks functioning processes are considered, namely: the simulation process of networks, a system of neural networks and the learning algorithms developed in this book.The generalized net approach to modelling of real systems may be used successfully for the description of a variety of technological and intellectual problems, it can be used not only for representing the parallel functioning of homogenous objects, but also for modelling non-homogenous systems, for example systems which consist of a different kind of subsystems.The use of the generalized nets methodology shows a new way to describe functioning of discrete dynamic systems. | ||
| 776 | 0 | |t Multilayer Neural Networks |b Texte imprimé |z 9783319002477 | |
| 776 | 0 | |t Multilayer Neural Networks |b Texte imprimé |z 9783319002491 | |
| 776 | 0 | |t Multilayer Neural Networks |b Texte imprimé |z 9783319033907 | |
| 776 | 0 | |t Multilayer Neural Networks |b Texte imprimé |z 9783319002477 | |
| 856 | 4 | |q PDF |u https://doi.org/10.1007/978-3-319-00248-4 |z Accès sur la plateforme de l'éditeur | |
| 856 | 4 | |u https://revue-sommaire.istex.fr/ark:/67375/8Q1-7LSRG4VZ-7 |z Accès sur la plateforme Istex | |
| 856 | 4 | |5 452349901:747877211 |u https://ezproxy.univ-orleans.fr/login?url=https://dx.doi.org/10.1007/978-3-319-00248-4 |z Accès Université d'Orléans | |
| 856 | 4 | |5 180339901:750889683 |u https://ezproxy.insa-cvl.fr/login?qurl=https://dx.doi.org/10.1007/978-3-319-00248-4 |z Accès INSA CVL | |
| 997 | |0 946170 |1 Livre numérique |a Ressource numérique |b INSA |b ENSA |c 0/Bibliothèque numérique/ |c 1/Bibliothèque numérique/Autre ressource numérique/ | ||