Self-Organised Criticality and Emergent Hyperbolic Networks -- Blueprint for Complexity in Social Dynamics
arXiv:1809.01554 · doi:10.1088/1361-6404/aaf144
Abstract
Online social dynamics based on human endeavours exhibit prominent complexity in the emergence of new features embodied in the appearance of collective social values. The vast amount of empirical data collected at various websites provides a unique opportunity to quantitative study od the underlying social dynamics in full analogy with complex systems in the physics laboratory. Here, we briefly describe the extent of these analogies and indicate the methods from other science disciplines that the physics theory can incorporate to provide the adequate description of human entities and principles of their self-organisation. We demonstrate the approach on two examples using the empirical data regarding the knowledge creation processes in online chats and questions-and-answers. Precisely, we describe the self-organised criticality as the acting mechanisms in the social knowledge-sharing dynamics and demonstrate the emergence of the hyperbolic geometry of the co-evolving networks that underlie these stochastic processes.
arXiv comment10 pages, 10 figures
References in corpus (18)
- Critical phenomena in complex networks
- Are biological systems poised at criticality?
- Dynamical synapses causing self-organized criticality in neural networks
- Power laws and Self-Organized Criticality in Theory and Nature
- Emergent Hyperbolic Network Geometry
- The Large Scale Curvature of Networks
- Interdisciplinary and physics challenges of Network Theory
- Emotional persistence in online chatting communities
- Information Super-Diffusion on Structured Networks
- Emergent Complex Network Geometry
- The mechanisms of self-organised criticality in social processes of knowledge creation
- Topological implications of negative curvature for biological and social networks
- Bloggers Behavior and Emergent Communities in Blog Space
- Quantitative Analysis of Bloggers Collective Behavior Powered by Emotions
- Statistical Indicators of Collective Behavior and Functional Clusters in Gene Networks of Yeast
- Dynamic criticality in driven disordered systems: Role of depinning and driving rate in Barkhausen noise
- Structure and stability of online chat networks built on emotion-carrying links
- Collective emotion dynamics in chats with agents, moderators and Bots
Cited by in corpus (8)
- Hysteresis and synchronization processes of Kuramoto oscillators on high-dimensional simplicial complexes with the competing simplex-encoded couplings
- Spectral properties of hyperbolic nano-networks with tunable aggregation of simplexes
- Hidden geometry and dynamics of complex networks: Spin reversal in nanoassemblies with pairwise and triangle-based interactions
- Fundamental interactions in self-organized critical dynamics on higher-order networks
- Effects of Turbulent Environment and Random Noise on Self-Organized Critical Behavior: Universality vs Nonuniversality
- Effects of turbulent environment on self-organized critical behavior: Isotropy vs Anisotropy
- Apparent universality of spectra as an artifact of finite-size effects
- Renormalization group analysis of a self-organized critical system: Intrinsic anisotropy vs random environment