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Extremes of order statistics of stationary processes

Author

Listed:
  • Krzysztof Dȩbicki
  • Enkelejd Hashorva
  • Lanpeng Ji
  • Chengxiu Ling

Abstract

Let $$\{X_i(t),t\ge 0\}, 1\le i\le n$$ { X i ( t ) , t ≥ 0 } , 1 ≤ i ≤ n be independent copies of a stationary process $$\{X(t), t\ge 0\}$$ { X ( t ) , t ≥ 0 } . For given positive constants $$u,T$$ u , T , define the set of $$r$$ r th conjunctions $$ C_{r,T,u}:= \{t\in [0,T]: X_{r:n}(t) > u\}$$ C r , T , u : = { t ∈ [ 0 , T ] : X r : n ( t ) > u } with $$X_{r:n}(t)$$ X r : n ( t ) the $$r$$ r th largest order statistics of $$X_i(t), t\ge 0, 1\le i\le n$$ X i ( t ) , t ≥ 0 , 1 ≤ i ≤ n . In numerous applications such as brain mapping and digital communication systems, of interest is the approximation of the probability that the set of conjunctions $$C_{r,T,u}$$ C r , T , u is not empty. Imposing the Albin’s conditions on $$X$$ X , in this paper we obtain an exact asymptotic expansion of this probability as $$u$$ u tends to infinity. Furthermore, we establish the tail asymptotics of the supremum of the order statistics processes of skew-Gaussian processes and a Gumbel limit theorem for the minimum order statistics of stationary Gaussian processes. Copyright Sociedad de Estadística e Investigación Operativa 2015

Suggested Citation

  • Krzysztof Dȩbicki & Enkelejd Hashorva & Lanpeng Ji & Chengxiu Ling, 2015. "Extremes of order statistics of stationary processes," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 24(2), pages 229-248, June.
  • Handle: RePEc:spr:testjl:v:24:y:2015:i:2:p:229-248
    DOI: 10.1007/s11749-014-0404-4
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    References listed on IDEAS

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    Cited by:

    1. Dȩbicki, Krzysztof & Hashorva, Enkelejd & Ji, Lanpeng & Tabiś, Kamil, 2015. "Extremes of vector-valued Gaussian processes: Exact asymptotics," Stochastic Processes and their Applications, Elsevier, vol. 125(11), pages 4039-4065.
    2. Tang, Linjun & Zheng, Shengchao & Tan, Zhongquan, 2021. "Limit theorem on the pointwise maxima of minimum of vector-valued Gaussian processes," Statistics & Probability Letters, Elsevier, vol. 176(C).
    3. Hinte, Holger & Rinne, Ulf & Zimmermann, Klaus F., 2015. "Flüchtlinge in Deutschland: Realismus statt Illusionen," IZA Standpunkte 83, Institute of Labor Economics (IZA).
    4. K. Dębicki & K. M. Kosiński, 2018. "An Erdös–Révész Type Law of the Iterated Logarithm for Order Statistics of a Stationary Gaussian Process," Journal of Theoretical Probability, Springer, vol. 31(1), pages 579-597, March.
    5. E. Hashorva, 2018. "Approximation of Some Multivariate Risk Measures for Gaussian Risks," Papers 1803.06922, arXiv.org, revised Oct 2018.

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