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首页> 外文期刊>Communications in Statistics - Simulation and Computation >Large Deviation Results for Wave Governed Random Motions Driven by Semi-Markov Processes
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Large Deviation Results for Wave Governed Random Motions Driven by Semi-Markov Processes

机译:半马尔可夫过程驱动的波浪控制随机运动的大偏差结果

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摘要

In this article, we present large deviation results for a model {ξ1 + … + ξ n : n ≥ 1} which is close to a random walk. More precisely, we consider independent random variables {ξ n : n ≥ 1} such that {ξ n : n ≥ 2} are i.i.d. and a different distribution for ξ1 is allowed. We prove large deviation estimates for P(N x  ≤ xT) and P(N x < ∞) as x → ∞, where N x : = inf {n ≥ 1: ξ1 + … + ξ n  ≥ x}. Moreover, we provide an asymptotically efficient simulation law for the estimation of P(N x  ≤ xT) and P(N x < ∞) by Monte Carlo simulation based on the importance sampling technique. These results will be adapted to wave governed random motions driven by semi-Markov processes and we present some simulations. Finally, we study the convergence of some large deviation rates for standard wave governed random motions based on a scaling presented in the literature (see Kac, 197412. Kac , M. ( 1974 ). A stochastic model related to the telegrapher's equation . Rocky Mountain Journal of Mathematics 4 : 497 - 509 . [CrossRef]View all references; Orsingher, 199021. Orsingher , E. ( 1990 ). Probability law, flow function, maximum distribution of wave governed random motions and their connections with Kirchoff's laws . Stochastic Processes and their Applications 34 ( 1 ): 49 - 66 . [CrossRef], [Web of Science ®]View all references).
机译:在本文中,我们提出了一个模型{random 1 + ¦ +¾¾ n :n≥1}的大偏差结果,该模型接近随机步行。更准确地说,我们考虑独立随机变量{{ n :n≥1},这样{Î n :n≥2}是i.i.d。并且允许¾ 1 的其他分布。我们证明P(N x x≥xT)和P(N x x≥)的大偏差估计为x≥ ,其中N x := inf {n≥1:ξ 1 +Â+ξ n ≥ Âx}。此外,我们提供了一种渐近有效的模拟定律,用于估计Monte的P(N x ≥xT)和P(N x <∞)基于重要性抽样技术的Carlo模拟。这些结果将适用于由半马尔可夫过程驱动的波动控制的随机运动,我们将提供一些仿真。最后,我们根据文献中给出的缩放比例,研究了标准波控制的随机运动的一些大偏差率的收敛性(见Kac,197412; Kac,M。(1974)。与电报方程有关的随机模型。数学杂志4:497-509。[CrossRef]查看所有参考; Orsingher,199021。Orsingher,E。(1990)。概率定律,流量函数,波动控制的最大波动随机运动及其与基尔霍夫定律的联系随机过程及其应用34(1):49-66。[CrossRef],[Web ofScience®]查看所有参考)。

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    Dipartimento di Matematica, Università di Roma Tor Vergata, Rome, Italy;

  • 收录信息 美国《科学引文索引》(SCI);
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