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On conditional Sibson's $α$-Mutual Information (2102.00720v6)
Published 1 Feb 2021 in cs.IT, math.IT, math.PR, math.ST, and stat.TH
Abstract: In this work, we analyse how to define a conditional version of Sibson's $\alpha$-Mutual Information. Several such definitions can be advanced and they all lead to different information measures with different (but similar) operational meanings. We will analyse in detail one such definition, compute a closed-form expression for it and endorse it with an operational meaning while also considering some applications. The alternative definitions will also be mentioned and compared.