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Inverse Relative Gain Array


The relative gain array of a real invertible matrix G is G degrees(G^(-1))^T, where  degrees denotes the Hadamard product. The inverse relative gain array is its matrix inverse. For a real symmetric positive definite matrix G, it is

 R_G=(G degreesG^(-1))^(-1).

It has unit row and column sums, so it is doubly stochastic exactly when it is entrywise nonnegative.

Wang (2026) proved that R_G is entrywise nonnegative for every real symmetric positive definite matrix G of order at most 6, resolving Uhlmann's inverse relative gain array conjecture through the claimed range. A rational order-7 counterexample shows that the dimension bound is sharp.

Wang (2026) reports that GPT-6 Astra assisted with brainstorming, mathematical development, and manuscript drafting.


See also

Doubly Stochastic Matrix, Hadamard Product, Matrix Inverse, Positive Definite Matrix

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References

Wang, J. "Entrywise Nonnegativity of the Inverse Relative Gain Array in Dimension Six." 28 Sep 2026. https://arxiv.org/abs/2609.35558.

Cite this as:

Weisstein, Eric W. "Inverse Relative Gain Array." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/InverseRelativeGainArray.html

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