We define a new measure of causation from a fluctuation-response theorem for Kullback-Leibler divergences, based on the information-theoretic cost of perturbations. This information response has both the invariance properties required for an information-theoretic measure and the physical interpretation of a propagation of perturbations. In linear systems, the information response reduces to the transfer entropy, providing a connection between Fisher and mutual information.

Fluctuation-response theorem for Kullback-Leibler divergences to quantify causation / Auconi, A.; Friedrich, B. M.; Giansanti, A.. - In: EUROPHYSICS LETTERS. - ISSN 0295-5075. - 135:2(2021), p. 28002. [10.1209/0295-5075/135/28002]

Fluctuation-response theorem for Kullback-Leibler divergences to quantify causation

Giansanti A.
2021

Abstract

We define a new measure of causation from a fluctuation-response theorem for Kullback-Leibler divergences, based on the information-theoretic cost of perturbations. This information response has both the invariance properties required for an information-theoretic measure and the physical interpretation of a propagation of perturbations. In linear systems, the information response reduces to the transfer entropy, providing a connection between Fisher and mutual information.
2021
Information Thermodynamics, Causal Relations
01 Pubblicazione su rivista::01a Articolo in rivista
Fluctuation-response theorem for Kullback-Leibler divergences to quantify causation / Auconi, A.; Friedrich, B. M.; Giansanti, A.. - In: EUROPHYSICS LETTERS. - ISSN 0295-5075. - 135:2(2021), p. 28002. [10.1209/0295-5075/135/28002]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1649032
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