Non-negative decomposition of multivariate information: from minimum to blackwell-specific information

HIGHLIGHTS

  • What: This work proposes a solution with a PID that satisfies an inclusion-exclusion relation for any f-information measure. The authors demonstrate how the obtained decomposition can be transformed between different decomposition lattices and that it directly provides a nonnegative decomposition of Rényi-information at a transformed inclusion-exclusion relation. The authors propose a decomposition measure for replacing the one presented by Williams and Beer while maintaining its desired properties. The authors propose a representation of distinct uncertainty and distinct information, which is used to demonstrate the unexpected behavior of the measure by Williams and . . .

     

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