Нравится LibRing?
Расскажи друзьям:
Klaus Obermayer, Terrence J. Sejnowski

Self-Organizing Map Formation: Foundations of Neural Computation (Computational Neuroscience)

Книгу можно купить в интернет-магазинах:

· OZON.ru 4206р. [Проверить наличие]
· OZON.ru 3135р. [Проверить наличие]
ISBN: 0262650606, 9780262650601
Издательство: Bradford Books
Год издания: 2001
Страниц: 458
This book provides an overview of self-organizing map formation, including recent developments. Self-organizing maps form a branch of unsupervised learning, which is the study of what can be determined about the statistical properties of input data without explicit feedback from a teacher. The articles are drawn from the journal Neural Computation. The book consists of five sections. The first section looks at attempts to model the organization of cortical maps and at the theory and applications of the related artificial neural network algorithms. The second section analyzes topographic maps and their formation via objective functions. The third section discusses cortical maps of stimulus features. The fourth section discusses self-organizing maps for unsupervised data analysis. The fifth section discusses extensions of self-organizing maps, including two surprising applications of mapping algorithms to standard computer science problems: combinatorial optimization...