Network transitivity and matrix models

Z Burda, J Jurkiewicz, A Krzywicki - Physical Review E, 2004 - APS
Z Burda, J Jurkiewicz, A Krzywicki
Physical Review E, 2004APS
This paper is a step towards a systematic theory of the transitivity (clustering) phenomenon
in random networks. A static framework is used, with adjacency matrix playing the role of the
dynamical variable. Hence, our model is a matrix model, where matrices are random, but
their elements take values 0 and 1 only. Confusion present in some papers where earlier
attempts to incorporate transitivity in a similar framework have been made is hopefully
dissipated. Inspired by more conventional matrix models, analytic techniques to develop a …
Abstract
This paper is a step towards a systematic theory of the transitivity (clustering) phenomenon in random networks. A static framework is used, with adjacency matrix playing the role of the dynamical variable. Hence, our model is a matrix model, where matrices are random, but their elements take values 0 and 1 only. Confusion present in some papers where earlier attempts to incorporate transitivity in a similar framework have been made is hopefully dissipated. Inspired by more conventional matrix models, analytic techniques to develop a static model with nontrivial clustering are introduced. Computer simulations complete the analytic discussion.
American Physical Society
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