Constitutes the proceedings of the Second International Symposium on Neural Networks, ISNN 2005, held in Chongqing, China in May/June 2005. This set features papers that are organized in topical sections including: theoretical analysis, model design, learning methods, optimization methods, kernel methods, component analysis, and pattern analysis.