This volume has a special thematic focus on the architecture of neural networks. It is part of a series that reviews research in natural and synthetic neural networks, as well as research in modelling, analysis, design, and development of neural networks in software and hardware areas. Contributions from researchers and practitioners serve as a platform for discussion of topics of interest to the neural network and cognitive information processing communities.