Recurrences Reveal Shared Causal Drivers of Complex Time Series

Unmeasured causal forces influence diverse experimental time series, such as the transcription factors that regulate genes or the descending neurons that steer motor circuits. Combining the theory of skew-product dynamical systems with topological data analysis, we show that simultaneous recurrence...

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Bibliographic Details
Main Author: William Gilpin
Format: Article
Language:English
Published: American Physical Society 2025-01-01
Series:Physical Review X
Online Access:http://doi.org/10.1103/PhysRevX.15.011005
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