Cargando…
Metaheuristic Procedures for Training Neural Networks
Metaheuristic Procedures For Training Neural Networks provides successful implementations of metaheuristic methods for neural network training. Moreover, the basic principles and fundamental ideas given in the book will allow the readers to create successful training methods on their own. Apart from...
| Clasificación: | Libro Electrónico |
|---|---|
| Autor Corporativo: | |
| Otros Autores: | , |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
New York, NY :
Springer US : Imprint: Springer,
2006.
|
| Edición: | 1st ed. 2006. |
| Colección: | Operations Research/Computer Science Interfaces Series,
35 |
| Temas: | |
| Acceso en línea: | Texto Completo |
MARC
| LEADER | 00000nam a22000005i 4500 | ||
|---|---|---|---|
| 001 | 978-0-387-33416-5 | ||
| 003 | DE-He213 | ||
| 005 | 20230719193104.0 | ||
| 007 | cr nn 008mamaa | ||
| 008 | 100301s2006 xxu| s |||| 0|eng d | ||
| 020 | |a 9780387334165 |9 978-0-387-33416-5 | ||
| 024 | 7 | |a 10.1007/0-387-33416-5 |2 doi | |
| 050 | 4 | |a T57.6-.97 | |
| 072 | 7 | |a KJT |2 bicssc | |
| 072 | 7 | |a KJMD |2 bicssc | |
| 072 | 7 | |a BUS049000 |2 bisacsh | |
| 072 | 7 | |a KJT |2 thema | |
| 072 | 7 | |a KJMD |2 thema | |
| 082 | 0 | 4 | |a 658.403 |2 23 |
| 245 | 1 | 0 | |a Metaheuristic Procedures for Training Neural Networks |h [electronic resource] / |c edited by Enrique Alba, Rafael Martí. |
| 250 | |a 1st ed. 2006. | ||
| 264 | 1 | |a New York, NY : |b Springer US : |b Imprint: Springer, |c 2006. | |
| 300 | |a XII, 252 p. 65 illus. |b online resource. | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 347 | |a text file |b PDF |2 rda | ||
| 490 | 1 | |a Operations Research/Computer Science Interfaces Series, |x 2698-5489 ; |v 35 | |
| 505 | 0 | |a Classical Training Methods -- Local Search Based Methods -- Simulated Annealing -- Tabu Search -- Variable Neighbourhood Search -- Population Based Methods -- Estimation of Distribution Algorithms -- Genetic Algorithms -- Scatter Search -- Other Advanced Methods -- Ant Colony Optimization -- Cooperative Coevolutionary Methods -- Greedy Randomized Adaptive Search Procedures -- Memetic Algorithms. | |
| 520 | |a Metaheuristic Procedures For Training Neural Networks provides successful implementations of metaheuristic methods for neural network training. Moreover, the basic principles and fundamental ideas given in the book will allow the readers to create successful training methods on their own. Apart from Chapter 1, which reviews classical training methods, the chapters are divided into three main categories. The first one is devoted to local search based methods, including Simulated Annealing, Tabu Search, and Variable Neighborhood Search. The second part of the book presents population based methods, such as Estimation Distribution algorithms, Scatter Search, and Genetic Algorithms. The third part covers other advanced techniques, such as Ant Colony Optimization, Co-evolutionary methods, GRASP, and Memetic algorithms. Overall, the book's objective is engineered to provide a broad coverage of the concepts, methods, and tools of this important area of ANNs within the realm of continuous optimization. | ||
| 650 | 0 | |a Operations research. | |
| 650 | 0 | |a Mathematical optimization. | |
| 650 | 0 | |a Mathematical models. | |
| 650 | 0 | |a Management science. | |
| 650 | 0 | |a Production management. | |
| 650 | 0 | |a Mathematics-Data processing. | |
| 650 | 1 | 4 | |a Operations Research and Decision Theory. |
| 650 | 2 | 4 | |a Optimization. |
| 650 | 2 | 4 | |a Mathematical Modeling and Industrial Mathematics. |
| 650 | 2 | 4 | |a Operations Research, Management Science . |
| 650 | 2 | 4 | |a Operations Management. |
| 650 | 2 | 4 | |a Computational Mathematics and Numerical Analysis. |
| 700 | 1 | |a Alba, Enrique. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 700 | 1 | |a Martí, Rafael. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 710 | 2 | |a SpringerLink (Online service) | |
| 773 | 0 | |t Springer Nature eBook | |
| 776 | 0 | 8 | |i Printed edition: |z 9781441941282 |
| 776 | 0 | 8 | |i Printed edition: |z 9780387513270 |
| 776 | 0 | 8 | |i Printed edition: |z 9780387334158 |
| 830 | 0 | |a Operations Research/Computer Science Interfaces Series, |x 2698-5489 ; |v 35 | |
| 856 | 4 | 0 | |u https://doi.uam.elogim.com/10.1007/0-387-33416-5 |z Texto Completo |
| 912 | |a ZDB-2-SBE | ||
| 912 | |a ZDB-2-SXBM | ||
| 950 | |a Business and Economics (SpringerNature-11643) | ||
| 950 | |a Business and Management (R0) (SpringerNature-43719) | ||