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    Limit theorems for radial random walks on Euclidean spaces of high dimensions

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    Let ν∈M1([0,∞[)\nu\in M^1([0,\infty[) be a fixed probability measure. For each dimension p∈Np\in \mathbb{N}, let (Xnp)nβ‰₯1(X_n^{p})_{n\geq1} be i.i.d. Rp\mathbb{R}^p-valued random variables with radially symmetric distributions and radial distribution Ξ½\nu. We investigate the distribution of the Euclidean length of Snp:=X1p+...+XnpS_n^{p}:=X_1^{p}+...+ X_n^{p} for large parameters nn and pp. Depending on the growth of the dimension p=pnp=p_n we derive by the method of moments two complementary CLT's for the functional ∣Snp∣2|S_n^{p}|_2 with normal limits, namely for n/pnβ†’βˆžn/p_n \to \infty and n/pnβ†’0n/p_n \to 0. Moreover, we present a CLT for the case n/pnβ†’c∈]0,∞[n/p_n \to c\in]0,\infty[. Thereby we derive explicit formulas and asymptotic results for moments of radial distributed random variables on \b R^p. All limit theorems are considered also for orthogonal invariant random walks on the space \b M_{p,q}(\b R) of pΓ—qp\times q matrices instead of \b R^p for pβ†’βˆžp\to \infty and some fixed dimension qq
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