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2026-01-14 15:15 UTC · cs.IT · cs.IT

On Linear Estimators for some Stable Vectors

Rayan Chouity, Charbel Hannoun, Jihad Fahs, Ibrahim Abou-Faycal

We consider the estimation problem for jointly stable random variables. Under two specific dependency models: a linear transformation of two independent stable variables and a sub-Gaussian symmetric $α$-stable (S$α$S) vector, we show that the conditional mean estimator is linear in both cases. Moreover, we find dispersion optimal linear estimators. Interestingly, for the sub-Gaussian (S$α$S) vector, both estimators are identical generalizing the well-known Gaussian result of the conditional mean being the best linear minimum-mean square estimator.
arXiv abstractPDF

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