Consequences of various synaptic weights on the dynamics of structured recurrent hopfield nets

In this research paper several interesting themes related to Hopfield network are explored and concrete results are derived. For instance, convergence when synaptic weight matrices, hankel matrix and row diagonally dominant matrix cases. Also, structured recurrent Hopfield network with companion matrix as synaptic weight matrix(A) is studied. The dynamics when the synaptic weight matrix in asymmetric case are studied. Finally several experimental results are derived.