Constitutes the refereed proceedings of the Third International Symposium on Neural Networks, ISNN 2006. This book includes sections on neurobiological analysis, theoretical analysis, neurodynamic optimization, learning algorithms, model design, kernel methods, data preprocessing, pattern classification, and image and signal processing.