EQUATION-FREE MULTISCALE COMPUTATIONS IN SOCIAL NETWORKS: FROM AGENT-BASED MODELING TO COARSE-GRAINED STABILITY AND BIFURCATION ANALYSIS

被引:13
|
作者
Tsoumanis, A. C. [2 ]
Siettos, C. I. [1 ]
Bafas, G. V. [2 ]
Kevrekidis, I. G. [3 ]
机构
[1] Natl Tech Univ Athens, Sch Appl Math & Phys Sci, GR-15780 Athens, Greece
[2] Natl Tech Univ Athens, Sch Chem Engn, GR-15780 Athens, Greece
[3] Princeton Univ, Dept Chem Engn, Program Computat & Appl Math, Dept Math, Princeton, NJ 08544 USA
来源
关键词
Complex systems; multiscale computations; equation-free approach; networks; social systems; nonlinear dynamics; bifurcation analysis; DYNAMICS; MARKET; MICROSIMULATION; SIMULATORS; LANGUAGE; TRADERS; SIZE;
D O I
10.1142/S0218127410027945
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We focus on the "trijunction" between multiscale computations, bifurcation theory and social networks. In particular, we address how the Equation-Free approach, a recently developed computational framework, can be exploited to systematically extract coarse-grained, emergent dynamical information by bridging detailed, agent-based models of social interactions on networks, with macroscopic, systems-level, continuum numerical analysis tools. For our illustrations, we use a simple dynamic agent-based model describing the propagation of information between individuals interacting under mimesis in a social network with private and public information. We describe the rules governing the evolution of the agents' emotional state dynamics and discover, through simulation, multiple stable stationary states as a function of the network topology. Using the Equation-Free approach we track the dependence of these stationary solutions on network parameters and quantify their stability in the form of coarse-grained bifurcation diagrams.
引用
收藏
页码:3673 / 3688
页数:16
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