121 research outputs found

    Moment bounds for dependent sequences in smooth Banach spaces

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    We prove a Marcinkiewicz-Zygmund type inequality for random variables taking values in a smooth Banach space. Next, we obtain some sharp concentration inequalities for the empirical measure of {T,T2,⋯ ,Tn}\{T, T^2, \cdots, T^n\}, on a class of smooth functions, when TT belongs to a class of nonuniformly expanding maps of the unit interval.Comment: 27 page

    Subgaussian concentration inequalities for geometrically ergodic Markov chains

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    We prove that an irreducible aperiodic Markov chain is geometrically ergodic if and only if any separately bounded functional of the stationary chain satisfies an appropriate subgaussian deviation inequality from its mean

    Behavior of the empirical Wasserstein distance in R^d under moment conditions

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    We establish some deviation inequalities, moment bounds and almost sure results for the Wasserstein distance of order p ∈\in [1, ∞\infty) between the empirical measure of independent and identically distributed R d-valued random variables and the common distribution of the variables. We only assume the existence of a (strong or weak) moment of order rp for some r > 1, and we discuss the optimality of the bounds. Mathematics subject classification. 60B10, 60F10, 60F15, 60E15

    Rates of convergence in the strong invariance principle under projective criteria

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    We give rates of convergence in the strong invariance principle for stationary sequences satisfying some projective criteria. The conditions are expressed in terms of conditional expectations of partial sums of the initial sequence. Our results apply to a large variety of examples, including mixing processes of different kinds. We present some applications to symmetric random walks on the circle, to functions of dependent sequences, and to a reversible Markov chain
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