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Almost sure central limit theory for products of sums of partial sums

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Abstract

Consider a sequence of i.i.d. positive random variables. An universal result in almost sure limit theorem for products of sums of partial sums is established. We will show that the almost sure limit theorem holds under a fairly general condition on the weight d k = k −1 exp(lnβ k), 0 ≤ β < 1. And in a sense, our results have reached the optimal form.

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References

  1. B C Arnold, J A Villaseñor. The asymptotic distribution of sums of records, Extremes, 1998, 1:3, 351–363.

    Google Scholar 

  2. I Berkes, E Csáki. A universal result in almost sure central limit theory, Stochastic Process Appl, 2001, 94: 105–134.

    Article  MathSciNet  MATH  Google Scholar 

  3. P Billingsley. Convergence of Probability Measures, Wiley, New York, 1968.

    MATH  Google Scholar 

  4. G A Brosamler. An almost everywhere central limit theorem, Math Proc Cambridge Philos Soc, 1988, 104: 561–574.

    Article  MathSciNet  MATH  Google Scholar 

  5. K Chandrasekharan, S Minakshisundaram. Typical Means, Oxford University Press, Oxford, 1952.

    MATH  Google Scholar 

  6. S Hörmann. Critical behavior in almost sure central limit theory, J Theoret Probab, 2007, 20:613–636.

    Article  MathSciNet  MATH  Google Scholar 

  7. I A Ibragimov, M Lifshits. On the convergence of generalized moments in almost sure central limit theorem, Statist Probab Lett, 1998, 40: 343–351.

    Article  MathSciNet  MATH  Google Scholar 

  8. G Khurelbaatar, G Rempala. A note on the almost sure limit theorem for the product of partial sums, Appl Math Lett, 2006, 19: 191–196.

    Article  MathSciNet  MATH  Google Scholar 

  9. M T Lacey, W Philipp. A note on the almost sure central limit theorem, Statist Probab Lett, 1990, 9: 201–205.

    Article  MathSciNet  MATH  Google Scholar 

  10. X Lu, Y Qi. A note on asymptotic distribution for products of sums, Statist Probab Lett, 2004, 68: 407–413.

    Article  MathSciNet  MATH  Google Scholar 

  11. Y Miao. Central limit theorem and almost sure central limit theorem for the product of some partial sums, Proc Indian Acad Sci Math Sci, 2008, 118(2): 289–294.

    Article  MathSciNet  MATH  Google Scholar 

  12. M Peligrad, Q M Shao. A note on the almost sure central limit theorem for weakly dependent random variables, Statist Probab Lett, 1995, 22: 131–136.

    Article  MathSciNet  MATH  Google Scholar 

  13. G Rempala, J Wesolowski. Asymptotics for products of sums and U-statistics, Electron Comm Probab, 2002, 7: 47–54.

    MathSciNet  Google Scholar 

  14. S I Resnick. Limit laws for record values, Stochastic Process Appl, 1973, 1: 67–82.

    Article  MathSciNet  MATH  Google Scholar 

  15. P Schatte. On strong versions of the central limit theorem, Math Nachr, 1988, 137: 249–256.

    Article  MathSciNet  MATH  Google Scholar 

  16. X L Tan, Y Zhang, Y Zhang. An almost sure central limit theorem of products of partial sums for ρ -mixing sequences, J Inequal Appl, 2012, 2012:51, doi:10.1186/1029-242X-2012-51.

    Article  Google Scholar 

  17. Z C Weng, L F Cao, Z X Peng. Almost sure convergence for the maxima of strongly dependent stationary Gaussian vector sequences, J Math Anal Appl, 2010, 367: 242–248.

    Article  MathSciNet  MATH  Google Scholar 

  18. Q Y Wu. On Almost sure limit theorems for stable distribution, Statist Probab Lett, 2011, 81(6): 662–672.

    Article  MathSciNet  MATH  Google Scholar 

  19. Q Y Wu. An almost sure central limit theorem for the weight function sequences of NA random variables, Proc Math Sci, 2011, 121(3): 369–377.

    Article  Google Scholar 

  20. Q Y Wu. A note on the almost sure limit theorem for self-normalized partial sums of random variables in the domain of attraction of the normal law, J Inequal Appl, 2012, 2012:17, doi:10.1186/1029-242X-2012-17.

    Article  Google Scholar 

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Correspondence to Qun-ying Wu.

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Supported by the National Natural Science Foundation of China (11061012), Project Supported by Program to Sponsor Teams for Innovation in the Construction of Talent Highlands in Guangxi Institutions of Higher Learning ([2011]47), and the Guangxi Natural Science Foundation of China (2012GXNSFAA053010).

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Wu, Qy. Almost sure central limit theory for products of sums of partial sums. Appl. Math. J. Chin. Univ. 27, 169–180 (2012). https://doi.org/10.1007/s11766-012-2823-x

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  • DOI: https://doi.org/10.1007/s11766-012-2823-x

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