Estimation of network structures only from spike sequences

► New measures for estimating neural network structures are proposed. ► The proposed measures are based on spike time metric and partialization analysis. ► The method is applied to mathematical model networks.► No prior information of observed spike sequences is needed. ► Neural network structures can be estimated by the proposed method with high accuracy.