TY - BOOK
T1 - The multiplicative coalescent, inhomogeneous continuum random trees, and new universality classes for critical random graphs
AU - Bhamidi, S.
AU - Hofstad, van der, R.W.
AU - Sen, S.
PY - 2015
Y1 - 2015
N2 - One major open conjecture in the area of critical random graphs, formulated by statistical physicists, and supported by a large amount of numerical evidence over the last decade [23, 24, 28, 63] is as follows: for a wide array of random graph models with degree exponent $\tau\in (3,4)$, distances between typical points both within maximal components in the critical regime as well as on the minimal spanning tree on the giant component in the supercritical regime scale like $n^{(\tau-3)/(\tau-1)}$.
In this paper we study the metric space structure of maximal components of the multiplicative coalescent, in the regime where the sizes converge to excursions of L\'evy processes "without replacement" [10], yielding a completely new class of limiting random metric spaces. A by-product of the analysis yields the continuum scaling limit of one fundamental class of random graph models with degree exponent $\tau\in (3,4)$ where edges are rescaled by $n^{-(\tau-3)/(\tau-1)}$ yielding the first rigorous proof of the above conjecture. The limits in this case are compact "tree-like" random fractals with finite fractal dimensions and with a dense collection of hubs (infinite degree vertices) a finite number of which are identified with leaves to form shortcuts. It is generally believed that dynamic versions of a number of fundamental random graph models, as one moves from the barely subcritical to the critical regime can be approximated by the multiplicative coalescent. In work in progress, the general theory developed in this paper is used to prove analogous limit results for other random graph models with degree exponent $\tau\in (3,4)$.
Our proof makes crucial use of inhomogeneous continuum random trees (ICRT), which have
previously arisen in the study of the entrance boundary of the additive coalescent. We show
that tilted versions of the same objects using the associated mass measure, describe connectivity
properties of the multiplicative coalescent. Since convergence of height processes of corresponding
approximating p-trees is not known, we use general methodology in [14] and develop novel
techniques relying on first showing convergence in the Gromov-weak topology and then extending
this to Gromov-Hausdorff-Prokhorov convergence by proving a global lower mass-bound.
Keywords: Multiplicative coalescent, p-trees, inhomogeneous continuum random trees, critical
random graphs, Gromov-Hausdorff distance, Gromov-weak topology
AB - One major open conjecture in the area of critical random graphs, formulated by statistical physicists, and supported by a large amount of numerical evidence over the last decade [23, 24, 28, 63] is as follows: for a wide array of random graph models with degree exponent $\tau\in (3,4)$, distances between typical points both within maximal components in the critical regime as well as on the minimal spanning tree on the giant component in the supercritical regime scale like $n^{(\tau-3)/(\tau-1)}$.
In this paper we study the metric space structure of maximal components of the multiplicative coalescent, in the regime where the sizes converge to excursions of L\'evy processes "without replacement" [10], yielding a completely new class of limiting random metric spaces. A by-product of the analysis yields the continuum scaling limit of one fundamental class of random graph models with degree exponent $\tau\in (3,4)$ where edges are rescaled by $n^{-(\tau-3)/(\tau-1)}$ yielding the first rigorous proof of the above conjecture. The limits in this case are compact "tree-like" random fractals with finite fractal dimensions and with a dense collection of hubs (infinite degree vertices) a finite number of which are identified with leaves to form shortcuts. It is generally believed that dynamic versions of a number of fundamental random graph models, as one moves from the barely subcritical to the critical regime can be approximated by the multiplicative coalescent. In work in progress, the general theory developed in this paper is used to prove analogous limit results for other random graph models with degree exponent $\tau\in (3,4)$.
Our proof makes crucial use of inhomogeneous continuum random trees (ICRT), which have
previously arisen in the study of the entrance boundary of the additive coalescent. We show
that tilted versions of the same objects using the associated mass measure, describe connectivity
properties of the multiplicative coalescent. Since convergence of height processes of corresponding
approximating p-trees is not known, we use general methodology in [14] and develop novel
techniques relying on first showing convergence in the Gromov-weak topology and then extending
this to Gromov-Hausdorff-Prokhorov convergence by proving a global lower mass-bound.
Keywords: Multiplicative coalescent, p-trees, inhomogeneous continuum random trees, critical
random graphs, Gromov-Hausdorff distance, Gromov-weak topology
M3 - Report
T3 - Report Eurandom
BT - The multiplicative coalescent, inhomogeneous continuum random trees, and new universality classes for critical random graphs
PB - Eurandom
CY - Eindhoven
ER -