TY - GEN
T1 - Stability properties of reciprocal networks
AU - Fernández, Isabel
AU - Finke, Jorge
N1 - Publisher Copyright:
© 2016 American Automatic Control Council (AACC).
PY - 2016/7/28
Y1 - 2016/7/28
N2 - One of the aims of network formation models is to explain salient properties of empirical networks based on simple mechanisms for establishing links. Such mechanisms include random attachment (a generic abstraction of how new incoming nodes connect to a network), triadic closure (how the new nodes establish transitive relationships), and network response (how nodes react to new attachments). Our work analyzes the combined effect of the three mechanisms on various local and global network properties. In particular, we derive an expression for the asymptotic behavior of the local reciprocity coefficient as a function of the in-degree of a node. Furthermore, we show that the dynamics of the global reciprocity and the global clustering coefficients correspond to time-varying linear systems. Finally, we identify conditions under which the equilibria of both coefficients are asymptotically stable.
AB - One of the aims of network formation models is to explain salient properties of empirical networks based on simple mechanisms for establishing links. Such mechanisms include random attachment (a generic abstraction of how new incoming nodes connect to a network), triadic closure (how the new nodes establish transitive relationships), and network response (how nodes react to new attachments). Our work analyzes the combined effect of the three mechanisms on various local and global network properties. In particular, we derive an expression for the asymptotic behavior of the local reciprocity coefficient as a function of the in-degree of a node. Furthermore, we show that the dynamics of the global reciprocity and the global clustering coefficients correspond to time-varying linear systems. Finally, we identify conditions under which the equilibria of both coefficients are asymptotically stable.
UR - http://www.scopus.com/inward/record.url?scp=84992159158&partnerID=8YFLogxK
U2 - 10.1109/ACC.2016.7525008
DO - 10.1109/ACC.2016.7525008
M3 - Conference contribution
AN - SCOPUS:84992159158
T3 - Proceedings of the American Control Conference
SP - 776
EP - 781
BT - 2016 American Control Conference, ACC 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2016 American Control Conference, ACC 2016
Y2 - 6 July 2016 through 8 July 2016
ER -