Independent sums conjecture for TMXY-UI

Let (M1,X1,Y1)(M_1,X_1,Y_1) and (M2,X2,Y2)(M_2,X_2,Y_2) be independent triples, and let UI\operatorname{UI} be the TMXY-UI measure of unique information. The independent sums property is the identity

UI(M1,M2:X1,X2\Y1,Y2)=UI(M1:X1\Y1)+UI(M2:X2\Y2).\operatorname{UI}(M_1,M_2:X_1,X_2\backslash Y_1,Y_2)=\operatorname{UI}(M_1:X_1\backslash Y_1)+\operatorname{UI}(M_2:X_2\backslash Y_2).

TMXY-UI independent sums conjecture. TMXY-UI has the independent sums property. The paper introduces TMXY-UI as a unique-information measure obtained by optimization under Markov-relation constraints; whether the proposed definitions satisfy this property is not yet understood.

Sources & referencesView supporting material

Primary source

Keerthana Gurushankar, Praveen Venkatesh and Pulkit Grover, “Extracting Unique Information Through Markov Relations”, arXiv:2210.14789 (2022).

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