Hebbian Learning and Negative Feedback Networks

This book is the outcome of a decade's research into a speci?c architecture and associated learning mechanism for an arti?cial neural network: the - chitecture involves negative feedback and the learning mechanism is simple Hebbian learning. The research began with my own thesis at the Universi...

Descripción completa

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Fyfe, Colin (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: London : Springer London : Imprint: Springer, 2005.
Edición:1st ed. 2005.
Colección:Advanced Information and Knowledge Processing,
Temas:
Artificial intelligence.
Computer science-Mathematics.
Mathematical statistics.
Pattern recognition systems.
Computer simulation.
Computer science.
Artificial Intelligence.
Probability and Statistics in Computer Science.
Automated Pattern Recognition.
Computer Modelling.
Computer Science.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Single Stream Networks
  • Background
  • The Negative Feedback Network
  • Peer-Inhibitory Neurons
  • Multiple Cause Data
  • Exploratory Data Analysis
  • Topology Preserving Maps
  • Maximum Likelihood Hebbian Learning
  • Dual Stream Networks
  • Two Neural Networks for Canonical Correlation Analysis
  • Alternative Derivations of CCA Networks
  • Kernel and Nonlinear Correlations
  • Exploratory Correlation Analysis
  • Multicollinearity and Partial Least Squares
  • Twinned Principal Curves
  • The Future.

Ejemplares similares