Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
97 tokens/sec
GPT-4o
53 tokens/sec
Gemini 2.5 Pro Pro
44 tokens/sec
o3 Pro
5 tokens/sec
GPT-4.1 Pro
47 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

Failure dynamics of the global risk network (1311.1757v5)

Published 7 Nov 2013 in cs.CY, cs.SI, and physics.soc-ph

Abstract: Risks threatening modern societies form an intricately interconnected network that often underlies crisis situations. Yet, little is known about how risk materializations in distinct domains influence each other. Here we present an approach in which expert assessments of risks likelihoods and influence underlie a quantitative model of the global risk network dynamics. The modeled risks range from environmental to economic and technological and include difficult to quantify risks, such as geo-political or social. Using the maximum likelihood estimation, we find the optimal model parameters and demonstrate that the model including network effects significantly outperforms the others, uncovering full value of the expert collected data. We analyze the model dynamics and study its resilience and stability. Our findings include such risk properties as contagion potential, persistence, roles in cascades of failures and the identity of risks most detrimental to system stability. The model provides quantitative means for measuring the adverse effects of risk interdependence and the materialization of risks in the network.

User Edit Pencil Streamline Icon: https://streamlinehq.com
Authors (4)
  1. Boleslaw K. Szymanski (100 papers)
  2. Xin Lin (81 papers)
  3. Andrea Asztalos (3 papers)
  4. Sameet Sreenivasan (7 papers)
Citations (21)

Summary

We haven't generated a summary for this paper yet.