Title :
Standard deviations of degree differences as indicators of mixing patterns in complex networks
Author :
Thedchanamoorthy, Gnana ; Piraveenan, Mahendra ; Kasthurirathna, Dharshana
Author_Institution :
Fac. of Eng. & IT, Univ. of Sydney, Sydney, NSW, Australia
Abstract :
Mixing patterns in social networks can give us important clues about the structure and functionality of these networks. In the past, a number of measures including variants of assortativity have been used to quantify degree mixing patterns of networks. In this paper, we are interested in observing the heterogeneity of the neighbourhood of nodes in networks. For this purpose, we use the standard deviation of degree differences between a node and its neighbours. We call this measure the `versatility´ of a node. We apply this measure on synthetic and real world networks. We find that among real world networks three classes emerge -(i) Networks where the versatility converges to non-zero values with node degree (ii) Networks where the versatility converges to zero with node degree (iii) Networks where versatility does not converge with node degree. We find that there may be some correlation between this and network density, and the geographical / anatomical nature of networks may also be a factor. We also note that versatility could be applicable to any quantifiable network property, and not just node degree.
Keywords :
complex networks; social networking (online); assortativity variants; complex networks; degree difference standard deviation; mixing patterns; network anatomical nature; network density; network geographical nature; node degree; node versatility; nodes neighbourhood heterogeneity; quantifiable network property; real world networks; social networks; synthetic network; Collaboration; Complex networks; Conferences; Histograms; Internet; Social network services; Standards; assortativity; complex networks; mixing patterns; standard deviation;
Conference_Titel :
Advances in Social Networks Analysis and Mining (ASONAM), 2013 IEEE/ACM International Conference on
Conference_Location :
Niagara Falls, ON