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We prove that for every and every random matrix with iid centered entries satisfying the regularity assumption for every , the expectation of the operator norm of from to is comparable, up to a constant depending only on , to We give more explicit formulas, expressed as exact functions of , , , and , for the asymptotic operator norms in the case when the entries are: Gaussian, Weibullian, log-concave tailed, and log-convex tailed. In the range we provide two-sided bounds under a weaker regularity assumption .

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