Word usage cycles in languages track and interact with macroeconomic rhythms through a feedback process near a Hopf bifurcation.
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Proposes IntDC framework and IEE criterion to extract interventional causality from non-interventional delay-embedded time series without models or interventions.
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Oscillatory dynamics between language usage and economic activity
Word usage cycles in languages track and interact with macroeconomic rhythms through a feedback process near a Hopf bifurcation.
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Deciphering interventional dynamical causality from non-intervention complex systems
Proposes IntDC framework and IEE criterion to extract interventional causality from non-interventional delay-embedded time series without models or interventions.