Non-generality of structural stability conjecture for high-dimensional systems

Let ff be a mapping (neural network) with sufficiently high dimension dd, let UU be a bifurcation chain set as in the hyperbolicity violation conjecture, and let VV be the chain link set. Let CmaxC_{\max} be the largest connected component of V\overline V. The non-generality of structural stability conjecture asserts that the perturbation size δs\delta_s of sCmaxs\in C_{\max} for which fCkf|_{C_k} remains structurally stable tends to zero as dd\to\infty. The paper contrasts this claim with classical examples and discusses whether it extends to high-dimensional parameter surfaces; no resolution is supplied.

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Primary source

D. J. Albers and J. C. Sprott, “Structural Stability and Hyperbolicity Violation in High-Dimensional Dynamical Systems”, arXiv:nlin/0408011 (2004).

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