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On Sibson’s α-Mutual Information | IEEE Conference Publication | IEEE Xplore

On Sibson’s α-Mutual Information


Abstract:

We explore a family of information measures that stems from Rényi’s α-Divergences with α < 0. In particular, we extend the definition of Sibson’s α-Mutual Information to ...Show More

Abstract:

We explore a family of information measures that stems from Rényi’s α-Divergences with α < 0. In particular, we extend the definition of Sibson’s α-Mutual Information to negative values of α and show several properties of these objects. Moreover, we highlight how this family of information measures is related to functional inequalities that can be employed in a variety of fields, including lower-bounds on the Risk in Bayesian Estimation Procedures.
Date of Conference: 26 June 2022 - 01 July 2022
Date Added to IEEE Xplore: 03 August 2022
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Conference Location: Espoo, Finland

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