A Method of Qualitative Analysis of Neural Networks

A new method for qualitative analysis of equilibrium points of Hopfield neural networks is given by using large-scale system theory and the quality of Minkowski matrix. Two qualitative theorems for neural networks are given both stability and instability. The amount of computation is reduced greatly viewed the different part of networks as subsystems. The restraint of intensity of the nonlinear interconnecting structure is not only a line, but also some suitable function.