Neural Networks in Multidimensional Domains
Arena, Paolo / Xibilia, Maria Gabriella / Muscato, Giovanni / Fortuna, Luigi 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 are discussed in a multidimensional context. The work includes the theoretical basis to address the properties of such structures and the advantag...