{ "id": "0707.3621", "version": "v2", "published": "2007-07-24T18:45:08.000Z", "updated": "2008-02-21T15:38:50.000Z", "title": "Critical Line in Random Threshold Networks with Inhomogeneous Thresholds", "authors": [ "Thimo Rohlf" ], "comment": "18 figures, 17 pages revtex", "doi": "10.1103/PhysRevE.78.066118", "categories": [ "cond-mat.dis-nn", "cond-mat.stat-mech", "nlin.CG", "q-bio.MN" ], "abstract": "We calculate analytically the critical connectivity $K_c$ of Random Threshold Networks (RTN) for homogeneous and inhomogeneous thresholds, and confirm the results by numerical simulations. We find a super-linear increase of $K_c$ with the (average) absolute threshold $|h|$, which approaches $K_c(|h|) \\sim h^2/(2\\ln{|h|})$ for large $|h|$, and show that this asymptotic scaling is universal for RTN with Poissonian distributed connectivity and threshold distributions with a variance that grows slower than $h^2$. Interestingly, we find that inhomogeneous distribution of thresholds leads to increased propagation of perturbations for sparsely connected networks, while for densely connected networks damage is reduced; the cross-over point yields a novel, characteristic connectivity $K_d$, that has no counterpart in Boolean networks. Last, local correlations between node thresholds and in-degree are introduced. Here, numerical simulations show that even weak (anti-)correlations can lead to a transition from ordered to chaotic dynamics, and vice versa. It is shown that the naive mean-field assumption typical for the annealed approximation leads to false predictions in this case, since correlations between thresholds and out-degree that emerge as a side-effect strongly modify damage propagation behavior.", "revisions": [ { "version": "v2", "updated": "2008-02-21T15:38:50.000Z" } ], "analyses": { "subjects": [ "89.75.Da", "05.45.-a", "05.65.+b" ], "keywords": [ "random threshold networks", "inhomogeneous thresholds", "critical line", "side-effect strongly modify damage propagation", "strongly modify damage propagation behavior" ], "tags": [ "journal article" ], "publication": { "publisher": "APS", "journal": "Physical Review E", "year": 2008, "month": "Dec", "volume": 78, "number": 6, "pages": "066118" }, "note": { "typesetting": "RevTeX", "pages": 17, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2008PhRvE..78f6118R" } } }