Category Archives: Clusters

A cluster-growing dimension of complex networks

The cluster-growing method has been widely used to measure the fractal dimension of complex networks. In this method, a seed node is chosen at random and the number of nodes centered at the seed node is calculated. The procedure is … Continue reading

Posted in Clusters, Complex network | Tagged ,

Structure in Complex Networks

In the modern world of gigantic datasets, which scientists and practioners of all fields of learning are confronted with, the availability of robust, scalable and easy-to-use methods for pattern recognition and data mining are of paramount importance, so as to … Continue reading

Posted in Analysis, Clusters, Complex network, Graph theory, Structure | Tagged , , , ,

Hierarchical Organization in Complex Networks

Many real networks in nature and society share two generic properties: they are scale-free and they display a high degree of clustering. We show that these two features are the consequence of a hierarchical organization, implying that small groups of … Continue reading

Posted in Clusters, Complex network, Complex system, Hierarchy, Networks | Tagged , , , , | Leave a comment