Monotonicity of Gaussian tropical distance to the diagonal hyperplane
Monotonicity of Gaussian tropical distance to the diagonal hyperplane
Let be independent Gaussian random variables with distribution , and let denote the tropical hyperplane whose relevant coordinates are equal. The tropical distance is denoted by .
Monotonicity conjecture. The expectation above monotonically decreases with . Consequently, as , the hyperplane that best fits converges to , meaning that the apex is at the center of the Gaussian.
The claim would identify the apex-centered hyperplane as the best-fitting hyperplane in the small-variance limit for general dimension. The surrounding discussion gives numerical evidence and notes that the cases agree with established results, but no resolution of the general monotonicity statement is supplied.
Sources & referencesView supporting material
Primary source
Keiji Miura and Ruriko Yoshida, “Plücker Coordinates of the best-fit Stiefel Tropical Linear Space to a Mixture of Gaussian Distributions”, arXiv:2112.11893 (2023).
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