Role Of Self-Coupling In Dynamics Of Diluted Hopfield Neural Networks

The dynamical equation of diluted Hopfield neural networks with self-couplings is calculated by analytical approach. The presented results show that the self-coupling strongly influences the dynamical behavior of the network, making the critical loading value alpha(c) smaller remarkably and the size of basin of attraction decrease.