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physics.data-an2020
Reliable Detection of Causal Asymmetries in Dynamical Systems
Erik Laminski, Klaus R. Pawelzik
Knowledge about existence, strength, and dominant direction of causal influences is of paramount importance for understanding complex systems. With limited amounts of realistic dat…
physics.data-an2016★ 61 cited
On Causality in Dynamical Systems
Daniel Harnack, Erik Laminski, Klaus Richard Pawelzik
Discovery of causal relations is fundamental for understanding the dynamics of complex systems. While causal interactions are well defined for acyclic systems that can be separated…