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Causal Fingerprints Reveal Hidden Mechanisms in Partially-Observed Dynamical Systems

Jiang, Zhang et al.
arXiv (All) · Papers
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62m2094a17atmospheric-and-oceanic-physicsdata-analysisdynamical-systemsmethodologystatistics-and-probability
In partially-observed dynamical systems, distinct hidden mechanisms can produce similar observable summary statistics while explaining individual events differently. We introduce causal fingerprints: realization-dependent patterns that track how information about a hidden state is revealed through s
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