ON THE PHASE TRANSITION CURVE IN A DIRECTED EXPONENTIAL RANDOM GRAPH MODEL

被引:4
|
作者
Aristoff, David [1 ]
Zhu, Lingjiong [2 ]
机构
[1] Colorado State Univ, Dept Math, 1874 Campus Delivery, Ft Collins, CO 80523 USA
[2] Florida State Univ, Dept Math, 1017 Acad Way, Tallahassee, FL 32306 USA
基金
美国国家科学基金会;
关键词
Dense random graph; exponential random graph; graph limit; entropy; phase transition;
D O I
10.1017/apr.2018.13
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We consider a family of directed exponential random graph models parametrized by edges and outward stars. Much of the important statistical content of such models is given by the normalization constant of the models, and, in particular, an appropriately scaled limit of the normalization, which is called the free energy. We derive precise asymptotics for the normalization constant for finite graphs. We use this to derive a formula for the free energy. The limit is analytic everywhere except along a curve corresponding to a first-order phase transition. We examine unusual behavior of the model along the phase transition curve.
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页码:272 / 301
页数:30
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