Deciphering interventional dynamical causality from non-intervention complex systems (IMAGE)

Innovation Press

Deciphering interventional dynamical causality from non-intervention complex systems

Caption

Public summary

  • A theoretical framework for interventional dynamical causality is proposed.

  • Dynamical systems theory is integrated with modern causal inference.

  • The interventional embedding entropy (IEE) method quantifies causal strength directly from observational data.

  • The IEE approach enables robust, effective causal detection across diverse non-intervention complex systems.

Credit

Shi J., Li Y., Zhao J., Leng S., Bao R., Aihara K., Chen L., Lin W. (2026). Deciphering interventional dynamical causality from non-intervention complex systems. The Innovation 7(10), 101358.

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CC BY

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