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

Research output: Contribution to journalResearch articleContributedpeer-review

Abstract

We define a new measure of causation from a fluctuation-response theorem forKullback-Leibler divergences, based on the information-theoretic cost of perturbations. This information response has both the invariance properties required for an information-theoretic measureand 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 mutualinformation.

Details

Original languageEnglish
Article number28002
Number of pages6
Journal epl : a letters journal exploring the frontiers of physics
Volume135
Issue number2
Publication statusPublished - Jul 2021
Peer-reviewedYes

External IDs

Scopus 85116875285

Keywords

ASJC Scopus subject areas

Library keywords