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J1 convergence of partial sum processes with a reduced number of jumps

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Abstrakty
EN
Various functional limit theorems for partial sum processes of strictly stationary sequences of regularly varying random variables in the space of càdlàg functions D[0, 1] with one of the Skorokhod topologies have already been obtained. The mostly used Skorokhod J1 topology is inappropriate when clustering of large values of the partial sum processes occurs. When all extremes within each cluster of high-threshold excesses do not have the same sign, Skorokhod M1 topology also becomes inappropriate. In this paper we alter the definition of the partial sum process in order to shrink all extremes within each cluster to a single one, which allows us to obtain the functional J1 convergence. We also show that this result can be applied to some standard time series models, including the GARCH(1, 1) process and its squares, the stochastic volatility models and m-dependent sequences.
Rocznik
Strony
107--128
Opis fizyczny
Bibliogr. 23 poz.
Twórcy
  • Department of Mathematics, University of Rijeka, Radmile Matejčić 2, 51000 Rijeka, Croatia
Bibliografia
  • [1] F. Avram and M. Taqqu, Weak convergence of sums of moving averages in the α-stable domain of attraction, Ann. Probab. 20 (1992), pp. 483-503.
  • [2] K. Bartkiewicz, A. Jakubowski, T. Mikosch, and O. Wintenberger, Stable limits for sums of dependent infinite variance random variables, Probab. Theory Related Fields 150 (2011), pp. 337-372.
  • [3] B. Basrak, D. Krizmanić, and J. Segers, A functional limit theorem for partial sums of dependent random variables with infinite variance, Ann. Probab. 40 (2012), pp. 2008-2033.
  • [4] J. Bertoin, Lévy Processes, Cambridge Tracts in Math., Vol. 121, Cambridge University Press, Cambridge 1996.
  • [5] N. H. Bingham, C. M. Goldie, and J. L. Teugels, Regular Variation, Cambridge University Press, Cambridge, 1989.
  • [6] Y. S. Chow and H. Teicher, Probability Theory: Independence, Interchangeability, Martingales, third edition, Springer, New York 1997.
  • [7] R. A. Davis and T. Hsing, Point process and partial sum convergence for weakly dependent random variables with infinite variance, Ann. Probab. 23 (1995), pp. 879-917.
  • [8] R. Durrett, Probability: Theory and Examples, second edition, Duxbury Press, Wadsworth Publishing Company, 1996.
  • [9] R. Durrett and S. I. Resnick, Functional limit theorems for dependent variables, Ann. Probab. 6 (1978), pp. 829-846.
  • [10] W. Feller, An Introduction to Probability Theory and Its Applications, Vol. 2, Wiley, New York 1971.
  • [11] B. V. Gnedenko and A. N. Kolmogorov, Limit Theorems for Sums of Independent Random Variables, Addison-Wesley, Cambridge 1954.
  • [12] O. Kallenberg, Random Measures, third edition, Akademie-Verlag, Berlin 1983.
  • [13] M. R. Leadbetter and H. Rootzén, Extremal theory for stochastic processes, Ann. Probab. 16 (1988), pp. 431-478.
  • [14] Z. Y. Lin and C. R. Lu, Limit Theory for Mixing Dependent Random Variables, Math. Appl., Springer, New York 1997.
  • [15] M. Peligrad, Convergence of stopped sums of weakly dependent random variables, Electron. J. Probab. 4 (1999), pp. 1-13.
  • [16] S. I . Resnick, Point processes, regular variation and weak convergence, Adv. in Appl. Probab. 18 (1986), pp. 66-138.
  • [17] S. I. Resnick, Heavy-Tail Phenomena: Probabilistic and Statistical Modeling, Springer Ser. Oper. Res. Financ. Eng., New York 2007.
  • [18] E. L. Rvačeva, On domains of attraction of multi-dimensional distributions, in: Selected Translations in Mathematical Statistics and Probability, Vol. 2, American Mathematical Society, Providence, R.I., 1962, pp. 183-205.
  • [19] J. D. Samur, Convergence of sums of mixing triangular arrays of random vectors with stationary rows, Ann. Probab. 12 (1984), pp. 390-426.
  • [20] K. Sato, Lévy Processes and Infinitely Divisible Distributions, Cambridge Stud. Adv. Math., Vol. 68, Cambridge University Press, Cambridge 1999.
  • [21] A. V. Skorokhod, Limit theorems for stochastic processes, Theory Probab. Appl. 1 (1956), pp. 261-290.
  • [22] A. V. Skorokhod, Limit theorems for stochastic processes with independent increments, Theory Probab. Appl. 2 (1957), pp. 145-177.
  • [23] M. Tyran-Kamińska, Convergence to Lévy stable processes under some weak dependence conditions, Stochastic Process. Appl. 120 (2010), pp. 1629-1650.
Uwagi
Opracowanie rekordu w ramach umowy 509/P-DUN/2018 ze środków MNiSW przeznaczonych na działalność upowszechniającą naukę (2019).
Typ dokumentu
Bibliografia
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bwmeta1.element.baztech-920ce477-6dcc-4168-ac76-8822493e74d7
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