In this paper the dynamics of the asymmetric discrete-time Hopfield networks are studied, and the sufficient conditions for endowing the network with retrieval properties are proposed. In addition, a method for designing efficient diluted networks is proposed based on the matrix decomposition and connection elimination strategy. Numerical simulations show that the designed diluted network can act as efficient neural associati...