On the concentration phenomenon for [phi]-subgaussian random elements
Rita Giuliano Antonini,
Tien-Chung Hu and
Andrei Volodin
Statistics & Probability Letters, 2006, vol. 76, issue 5, 465-469
Abstract:
We study the deviation probability P{[short parallel]X[short parallel]-E[short parallel]X[short parallel]>t} where X is a [phi]-subgaussian random element taking values in the Hilbert space l2 and [phi](x) is an N-function. It is shown that the order of this deviation is exp{-[phi]*(Ct)}, where C depends on the sum of [phi]-subgaussian standard of the coordinates of the random element X and [phi]*(x) is the Young-Fenchel transform of [phi](x). An application to the classically subgaussian random variables ([phi](x)=x2/2) is given.
Keywords: Concentration; of; measure; phenomenon; [phi]-Subgaussian; random; variables; N-function; Young-Fenchel; transform; Exponential; inequalities (search for similar items in EconPapers)
Date: 2006
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