activity
20102022
most citedQuantifying unique information

293 citations · 487 across the 20 of their papers we have counts for

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Showing cs.ITShow all

5 papers · 1 filter

cs.IT2017★ 23 cited

On extractable shared information

Johannes Rauh, Pradeep Kr. Banerjee, Eckehard Olbrich +2

We consider the problem of quantifying the information shared by a pair of random variables about another variable . We propose a new measure of shared information…

cs.IT2014★ 28 cited

Reconsidering unique information: Towards a multivariate information decomposition

Johannes Rauh, Nils Bertschinger, Eckehard Olbrich +1

The information that two random variables , contain about a third random variable can have aspects of shared information (contained in both and ), of complementar…

cs.IT2014★ 11 cited

The Blackwell relation defines no lattice

Nils Bertschinger, Johannes Rauh

Blackwell's theorem shows the equivalence of two preorders on the set of information channels. Here, we restate, and slightly generalize, his result in terms of random variables. F…

cs.IT2013★ 293 cited

Quantifying unique information

Nils Bertschinger, Johannes Rauh, Eckehard Olbrich +2

We propose new measures of shared information, unique information and synergistic information that can be used to decompose the multi-information of a pair of random variables $(Y,…

cs.IT2012★ 86 cited

Shared Information -- New Insights and Problems in Decomposing Information in Complex Systems

Nils Bertschinger, Johannes Rauh, Eckehard Olbrich +1

How can the information that a set of random variables contains about another random variable be decomposed? To what extent do different subgroups provide t…