Basic HTML version of Foils prepared 15 March 1996

Foil 46 Approaches to Complexity

From Physical Optimization and Physical Computation CPSP713 Case studies in Computational Science -- Spring Semester 1996. by Geoffrey C. Fox


Dynamical Systems
  • A complicated system is really only sensitive to a few parameters in a space whose dimension can be determined (perhaps not very reliably)
  • Parameters (assumed to be) governed by coupled differential equations ----> chaos
Statistical Systems
  • Don't ignore the (1023) (other) degrees of freedom but rather sum over them subject to constraints ---> maximize information, entropy ..........
Are approaches consistent?
  • Thermodynamics does show how macroscopic variables emerge from a statistical formulation. How ever only a qualitative relation between dynamical and statistical systems ?
  • "Back-propagation" neural networks unbiased parameterization



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