Multiplicative separability of the positive linear functional contrast
Let be a real-valued positive definite operator representing an attribute, let represent the action of a mechanism, and let be a unitary operator diagonalizing . Let be the generic subgroup of operators, and define the positive linear functional contrast by
where is the identity operator. The action is , where denotes complex conjugation.
Multiplicative separability conjecture. For all positive definite attributes , whenever belongs to , the contrast is multiplicatively separable and
Such a multiplicative form for the contrast would support the derivation of a forward-backward inequality under one additional assumption. The source does not provide evidence that the conjecture has been resolved.
References
Primary source
Michel Besserve, Naji Shajarisales, Bernhard Schölkopf and Dominik Janzing, “Group invariance principles for causal generative models”, arXiv:1705.02212 (2017).
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