Society's drive toward ever faster socio-technical systems, means that there is an urgent need to understand the threat from 'black swan' extreme events that might emerge. On 6 May 2010, it took just five minutes for a spontaneous mix of human and machine interactions in the global trading cyberspace to generate an unprecedented system-wide Flash Crash. However, little is known about what lies ahead in the crucial sub-second regime where humans become unable to respond or intervene sufficiently quickly. Here we analyze a set of 18,520 ultrafast black swan events that we have uncovered in stock-price movements between 2006 and 2011. We provide empirical evidence for, and an accompanying theory of, an abrupt system-wide transition from a mixed human-machine phase to a new all-machine phase characterized by frequent black swan events with ultrafast durations (
Financial Black Swans Driven by Ultrafast Machine Ecology
N. Johnson,Guannan Zhao,Eric Hunsader,Jing Meng,A. Ravindar,Spencer Carran,B. Tivnan
Published 2012 in arXiv: Physics and Society
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- Publication year
2012
- Venue
arXiv: Physics and Society
- Publication date
2012-02-07
- Fields of study
Physics, Computer Science, Economics
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