Acceder a contenido central

REBIUN - ODA

Detalle del título

Descripción del título

cover Discrete mathematics of neu...
Discrete mathematics of neural networks : selected topics
Society for Industrial and Applied Mathematics (SIAM, 3600 Market Street, Floor 6, Philadelphia, PA 19104) 2001

This concise, readable book provides a sampling of the very large, active, and expanding field of artificial neural network theory. It considers select areas of discrete mathematics linking combinatorics and the theory of the simplest types of artificial neural networks. Neural networks have emerged as a key technology in many fields of application, and an understanding of the theories concerning what such systems can and cannot do is essential

The author discusses interesting connections between special types of Boolean functions and the simplest types of neural networks. Some classical results are presented with accessible proofs, together with some more recent perspectives, such as those obtained by considering decision lists. In addition, probabilistic models of neural network learning are discussed. Graph theory, some partially ordered set theory, computational complexity, and discrete probability are among the mathematical topics involved. Pointers to further reading and an extensive bibliography make this book a good starting point for research in discrete mathematics and neural networks

Monografía

Más detalles del título

Cambiar el formato de visualización

Más detalles

Título:
Discrete mathematics of neural networks : selected topics / Martin Anthony
Editorial:
Philadelphia, Pa. : Society for Industrial and Applied Mathematics (SIAM, 3600 Market Street, Floor 6, Philadelphia, PA 19104), 2001
Descripción física:
1 electronic text (xi, 131 p.) : digital file
Mención de serie:
SIAM monographs on discrete mathematics and applications
Nota general:
Bibliographic Level Mode of Issuance: Monograph
Bibliografía:
Includes bibliographical references (p. 119-125) and index
Contenido:
Artificial Neural Networks -- Boolean Functions -- Threshold Functions -- Number of Threshold Functions -- Sizes of Weights for Threshold Functions -- Threshold Order -- Threshold Networks and Boolean Functions -- Specifying Sets -- Neural Network Learning -- Probabilistic Learning -- VC-Dimensions of Neural Networks -- The Complexity of Learning -- Boltzmann Machines and Combinatorial Optimization
Formato físico adicional:
Also available in print version
Detalles del sistema:
Mode of access: World Wide Web
System requirements: Adobe Acrobat Reader
Lengua:
English
ISBN:
0-89871-853-8
Materia:
Entidades:
Society for Industrial and Applied Mathematics
Enlace a formato físico adicional:
0-89871-480-X
Punto acceso adicional serie-Título:
SIAM monographs on discrete mathematics and applications

Préstamo interbibliotecario

Seleccione el centro al que pertenece para solicitar la petición de préstamo de este documento.

Filtrar listado de centros

No hay coincidencias

Relacionados

Misma Editorial y Colección