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We present order of magnitude estimates for the quantiles of non-negative linear combinations of non-negative random variables, as well as deviation inequalities for general linear combinations of independent random variables, under the assumption that all random variables satisfy the same power-type tail bound on of the form , or , for . The third type is applicable in the nonlinear setting. In the situations we consider, these results improve on classical estimates of Nagaev.

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