Petar Djuric

Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems

Causal discovery with time series data remains a challenging yet increasingly important task across many scientific domains. Convergent cross mapping (CCM) and related methods have been proposed to study time series that are generated by dynamical systems, where traditional approaches like Granger c…