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Causation Inference and Information Flow in Dynamical Systems: Theory and Applications
Inferring causal interactions and relationships is a fundamental task pursued by scientists across many disciplines. While questions of causation are traditionally answered by testing hypotheses through carefully controlled, real experiments, recent computational approaches attempt to detect causal relations using purely observational data. Articles in this Focus Issue discuss both the theory of such approaches and their applications to problems across multiple scientific disciplines.
Guest Editors: Erik M. Bollt, Jie Sun and Jakob Runge
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
Adam Rupe; James P. Crutchfield
10.1063/1.5021130
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
Erik M. Bollt; Jie Sun; Jakob Runge
10.1063/1.5046848
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
X. San Liang
10.1063/1.5010253
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
Causal network reconstruction from time series: From theoretical assumptions to practical estimation
J. Runge
10.1063/1.5025050
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
Joshua Garland; Andrew M. Berdahl; Jie Sun; Erik M. Bollt
10.1063/1.5024395
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
Milan Paluš; Anna Krakovská; Jozef Jakubík; Martina Chvosteková
10.1063/1.5019944
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
Erik M. Bollt
10.1063/1.5031109
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
Hiroshi Ashikaga; Ryan G. James
10.1063/1.5017534
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
Subhradeep Roy; Benjamin Jantzen
10.1063/1.5018101
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
James P. Bagrow; Lewis Mitchell
10.1063/1.5011403
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
José M. Amigó; Yoshito Hirata
10.1063/1.5010779
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
U. Ozturk; N. Marwan; O. Korup; H. Saito; A. Agarwal; M. J. Grossman; M. Zaiki; J. Kurths
10.1063/1.5004480
FOCUS ISSUE: CAUSATION INFERENCE AND INFORMATION FLOW IN DYNAMICAL SYSTEMS: THEORY AND APPLICATIONS
Dmitry A. Smirnov
10.1063/1.5017821