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Unpublished Paper
Nature vs. Nurture: Predictability in Low-Temperature Ising Dynamics
Physical Review E (2013)
  • J. Ye
  • Jonathan Machta, University of Massachusetts Amherst
  • C. M. Newman
  • D. L. Stein
Abstract
Consider a dynamical many-body system with a random initial state subsequently evolving through stochastic dynamics. What is the relative importance of the initial state (“nature”) versus the realization of the stochastic dynamics (“nurture”) in predicting the final state? We examined this question for the two-dimensional Ising ferromagnet following an initial deep quench from T=∞ to T=0. We performed Monte Carlo studies on the overlap between “identical twins” raised in independent dynamical environments, up to size L=500. Our results suggest an overlap decaying with time as t−θh with θh=0.22±0.02; the same exponent holds for a quench to low but nonzero temperature. This “heritability exponent” may equal the persistence exponent for the two-dimensional Ising ferromagnet, but the two differ more generally.
Disciplines
Publication Date
2013
Comments
Prepublished version downloaded from ArXiv. Published version is located at http://journals.aps.org/pre/abstract/10.1103/PhysRevE.88.040101
Citation Information
J. Ye, Jonathan Machta, C. M. Newman and D. L. Stein. "Nature vs. Nurture: Predictability in Low-Temperature Ising Dynamics" Physical Review E (2013)
Available at: http://works.bepress.com/joonathan_machta/30/