activity
20092022
most citedQuantifying unique information

293 citations · 737 across the 36 of their papers we have counts for

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13 papers · 1 filter

cs.IT2022

Continuity and Additivity Properties of Information Decompositions

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

Information decompositions quantify how the Shannon information about a given random variable is distributed among several other random variables. Various requirements have been pr…

cs.IT2020

Maximizing the Bregman divergence from a Bregman family

Johannes Rauh, František Matúš

The problem to maximize the information divergence from an exponential family is generalized to the setting of Bregman divergences and suitably defined Bregman families.

cs.IT2019★ 2 cited

Properties of Unique Information

Johannes Rauh, Maik Schünemann, Jürgen Jost

We study the measure of unique information defined by Bertschinger et al. (2014) within the framework of information decompositions. We study uniqueness and su…

cs.IT2019★ 4 cited

Unique Information and Secret Key Decompositions

Johannes Rauh, Pradeep Kr. Banerjee, Eckehard Olbrich +1

The unique information () is an information measure that quantifies a deviation from the Blackwell order. We have recently shown that this quantity is an upper bound on the one…

cs.IT2017★ 18 cited

Computing the Unique Information

Pradeep Kr. Banerjee, Johannes Rauh, Guido Montúfar

Given a pair of predictor variables and a response variable, how much information do the predictors have about the response, and how is this information distributed between unique,…

cs.IT2017★ 33 cited

Secret Sharing and Shared Information

Johannes Rauh

Secret sharing is a cryptographic discipline in which the goal is to distribute information about a secret over a set of participants in such a way that only specific authorized co…