On the weak limit theorems for geometric summations of independent random variables together with convergence rates to asymmetric Laplace distributions
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The asymmetric Laplace distribution arises as a limiting distribution of geometric summations of independent and identically distributed random variables with finite second moments. The main purpose of this paper is to study the weak limit theorems for geometric summations of independent (not necessarily identically distributed) random variables together with convergence rates to asymmetric Laplace distributions. Using Trotter-operator method, the orders of approximations of the distributions of geometric summations by the asymmetric Laplace distributions are established in term of the ``large--$\mathcal{O}$" and ``small--o" approximation estimates. The obtained results are extensions of some known ones.
Abstract
The asymmetric Laplace distribution arises as a limiting distribution of geometric summations of independent and identically distributed random variables with finite second moments. The main purpose of this paper is to study the weak limit theorems for geometric summations of independent (not necessarily identically distributed) random variables together with convergence rates to asymmetric Laplace distributions. Using Trotter-operator method, the orders of approximations of the distributions of geometric summations by the asymmetric Laplace distributions are established in term of the ``large--$\mathcal{O}$" and ``small--o" approximation estimates. The obtained results are extensions of some known ones.
참고문헌 (28)
- J. Blanchet, "Uniform renewal theory with applications to expansions of random geometric sums", Adv. in Appl. Probab, 39(4), pp.1070~1097 (2007)[DOI]
- P.L. Butzer, "General theorems on rates of convergence in distribution of random variables I. General limit theorems", Journal of Multivariate Analysis, 8(2), pp.181~201 (1978), Elsevier BV[DOI]
- P.L. Butzer, "General theorems on rates of convergence in distribution of random variables II. Applications to the stable limit laws and weak law of large numbers", Journal of Multivariate Analysis, 8(2), pp.202~221 (1978), Elsevier BV[DOI]
- P.L Butzer, "On the rate of approximation in the central limit theorem", Journal of Approximation Theory, 13(3), pp.327~340 (1975), Elsevier BV[DOI]
- C. D¨obler, "New Berry-Esseen and Wasserstein bounds in the CLT for non-randomly centered random sums by probabilistic methods", ALEA Lat. Am. J. Probab. Math. Stat, 12(2), pp.863~902 (2015)
- B. V. Gnedenko, "On a transfer theorem", Dokl. Akad. Nauk SSSR v, 187(1), pp.463~470 (1969)
- B. V. Gnedenko, "Random Summation" (1996), CRC Press
- Z. Govindarajulu, "On weak laws of large numbers", Proceedings of the Indian Academy of Sciences - Section A, 71(6), pp.266~274 (1970), Springer Science and Business Media LLC[DOI]
- A. Gut, "Probability: a graduate course, Springer Texts in Statistics" (2005), Springer
- David V. Hinkley, "Estimation of the Pareto law from underreported data", Journal of Econometrics, 5(1), pp.1~11 (1977), Elsevier BV[DOI]
- Tran Loc Hung, "A study of chi-square-type distribution with geometrically distributed degrees of freedom in relation to distributions of geometric random sums", Mathematica Slovaca, 70(1), pp.213~232 (2020), Walter de Gruyter GmbH[DOI]
- K. Jayakumar, "A time-series model using asymmetric Laplace distribution", Statistics & Probability Letters, 77(16), pp.1636~1640 (2007), Elsevier BV[DOI]
- Bent Jørgensen, "Dispersion models for geometric sums", Brazilian Journal of Probability and Statistics, 25(3), pp.263~293 (2011), Institute of Mathematical Statistics[DOI]
- V. Kalashnikov, "Geometric Sums: bounds for rare events with applications" (1997), Kluwer Academic Publishers Group
- L. B. Klebanov, "A problem of V. M. Zolotarev and analogues of infinitely divisible and stable distributions in a scheme for summation of a random number of random variables", Teor. Veroyatnost. i Primenen, 29(4), pp.757~760 (1984)
- S. Kotz, "The Laplace Distribution and Generalizations" (2001), Birkh¨auser Boston, Inc
- T. J. Kozubowski, "Stability in probability", pp.39~65 (2010), Polish Acad. Sci. Inst. Math
- T. J. Kozubowski, "A multivariate and asymmetric generalization of Laplace distribution", Comput. Statist, 15(4), pp.531~540 (2000)
- T. J. Kozubowski, "Asymmetric Laplace distributions", Math. Sci, 25(1), pp.37~46 (2000)
- T.J. Kozubowski, "Asymmetric laplace laws and modeling financial data", Mathematical and Computer Modelling, 34(9-11), pp.1003~1021 (2001), Elsevier BV[DOI]
- V. M. Kruglov, "Limit theorems for random sums", pp.1990
- J. W. Lindeberg, "Eine neue Herleitung des Exponentialgesetzes in der Wahrscheinlichkeitsrechnung", Mathematische Zeitschrift, 15(1), pp.211~225 (1922), Springer Science and Business Media LLC[DOI]
- Jie-Sheng Wang, "GLCM Based Extraction of Flame Image Texture Features and KPCA-GLVQ Recognition Method for Rotary Kiln Combustion Working Conditions", International Journal of Automation and Computing, 11(1), pp.72~77 (2014), Springer Science and Business Media LLC[DOI]
- Zdzisław Rychlik, "A central limit theorem for sums of a random number of independent random variables", Colloquium Mathematicum, 35(1), pp.147~158 (1976), Institute of Mathematics, Polish Academy of Sciences[DOI]
- V. Sakalauskas, "Limit behavior of sums of a random number of independent random variables", Litovsk. Mat. Sb, 25(2), pp.164~176 (1985)
- P. K. Sen, "Large Sample Methods in Statistics" (1993), Chapman & Hall
- "2012", ~
- H. F. Trotter, "An elementary proof of the central limit theorem", Archiv der Mathematik, 10(1), pp.226~234 (1959), Springer Science and Business Media LLC[DOI]
