Maximum admissible time interval for numerically computing cumulative interaction strength (CIS)
Determine the largest time interval τ for which the numerical computation of the cumulative interaction strength (CIS)—defined via the differential quotient of the continuous-time flow map with respect to infinitesimal perturbations of the initial state, and equivalent to the interaction Jacobian minus the identity—remains accurate and numerically stable in ordinary differential equation systems, particularly under chaotic dynamics.
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References
Consequently, it is unclear how large 𝜏 can be used when numerically calculating CIS with Eqn. (21) (see Appendix 4).
— How to quantify interaction strengths? A critical rethinking of the interaction Jacobian and evaluation methods for non-parametric inference in time series analysis
(2411.09030 - Miki et al., 13 Nov 2024) in Section 4.2