2015
DOI: 10.1038/ncomms6766
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Information–theoretic implications of quantum causal structures

Abstract: It is a relatively new insight of classical statistics that empirical data can contain information about causation rather than mere correlation. First algorithms have been proposed that are capable of testing whether a presumed causal relationship is compatible with an observed distribution. However, no systematic method is known for treating such problems in a way that generalizes to quantum systems. Here, we describe a general algorithm for computing information-theoretic constraints on the correlations that… Show more

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Cited by 160 publications
(246 citation statements)
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References 51 publications
(104 reference statements)
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“…There, an algorithm is presented that, even though computationally demanding, computes all Shannon-type entropic inequalities for given marginal constraints. Furthermore, it has turned out that entropic inequalities are useful in quantum physics where they restrict possible theories of data generation in more general settings than the ones using Bell inequalities (see, e.g., [27][28][29][30]). Moreover, we would like to mention that meanwhile, information measures for causal inference among strings based on compression length have been proposed [31], thus extending the possible applications of inequalities like the ones presented in this article.…”
Section: Discussionmentioning
confidence: 99%
“…There, an algorithm is presented that, even though computationally demanding, computes all Shannon-type entropic inequalities for given marginal constraints. Furthermore, it has turned out that entropic inequalities are useful in quantum physics where they restrict possible theories of data generation in more general settings than the ones using Bell inequalities (see, e.g., [27][28][29][30]). Moreover, we would like to mention that meanwhile, information measures for causal inference among strings based on compression length have been proposed [31], thus extending the possible applications of inequalities like the ones presented in this article.…”
Section: Discussionmentioning
confidence: 99%
“…For instance, a complete description of the n-cycle is given by an exponential number of tight inequalities [20]. Entropic inequalities are able to describe extended Bell scenarios that define complicated non-convex sets in the probabilistic space of interest [27][28][29]. Entropic inequalities of the Bell type are attractive due to their capabilities in studies of setting with arbitrary number of outcomes and inefficiencies of measurement devices.…”
Section: Introductionmentioning
confidence: 99%
“…To investigate the origin of the right-hand side of Eq. (14), let us focus on the term H( m| xρ B ) omitted in the derivation of the IC principle (also in a generalization of the IC inequality [34]). …”
Section: ≤ H( M) − H( M| Xρ B ) ≤ H( M) (15)mentioning
confidence: 99%