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. Copyright (C) 2021 EPLA
Fluctuation-response theorem for Kullback-Leibler divergences to quantify causation
Auconi A.
;
2021-01-01
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. Copyright (C) 2021 EPLAFile in questo prodotto:
File | Dimensione | Formato | |
---|---|---|---|
Auconi_2021_EPL_135_28002.pdf
accesso aperto
Tipologia:
Versione dell'editore
Licenza:
Accesso libero (no vincoli)
Dimensione
940.89 kB
Formato
Adobe PDF
|
940.89 kB | Adobe PDF | Visualizza/Apri |
I documenti in ARCA sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.