Neural Networks in Multidimensional Domains Fundamentals and New Trends in Modelling and Control /

• Main Authors: Arena, Paolo (Author, http://id.loc.gov/vocabulary/relators/aut), Fortuna, Luigi (http://id.loc.gov/vocabulary/relators/aut), Muscato, Giovanni (http://id.loc.gov/vocabulary/relators/aut), Xibilia, Maria Gabriella (http://id.loc.gov/vocabulary/relators/aut)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: London : Springer London : Imprint: Springer, 1998.
• Edition: 1st ed. 1998.
• Series: Lecture Notes in Control and Information Sciences, 234
• Subjects: Control engineering.; Control and Systems Theory.

In this monograph, new structures of neural networks in multidimensional domains are introduced. These architectures are a generalization of the Multi-layer Perceptron (MLP) in Complex, Vectorial and Hypercomplex algebra. The approximation capabilities of these networks and their learning algorithms...

Table of Contents:

• to MLP neural networks
• Neural networks in complex algebra
• Vectorial neural networks
• Quaternion algebra
• MLP in quaternion algebra
• Chaotic time series prediction with CMLP and HMLP
• Applications of quaternions in robotics.