Abstract
Let {X,X n ,n≥1} be a sequence of independent identically distributed random variables with EX=0 and assume that EX 2 I(|X|≤x) is slowly varying as x→∞. In this paper it is shown that a Strassen-type law of the iterated logarithm holds for self-normalized sums of such random variables, i.e., when X is in the domain of attraction of the normal law.
Similar content being viewed by others
References
Csörgő, M.: A glimpse of the impact of Pál Erdős on probability and statistics. Can. J. Stat. 30, 493–556 (2002)
Csörgő, M., Révész, P.: Strong Approximations in Probability and Statistics. Probability and Mathematical Statistics. Academic Press, New York (1981)
Csörgő, M., Szyszkowicz, B., Wang, Q.: On weighted approximations and strong limit theorems for self-normalized partial sums processes. In: Horváth, L., Szyszkowicz, B. (eds.) Asymptotic Methods in Stochastics. Fields Inst. Commun., vol. 44, pp. 489–521. Amer. Math. Soc., Providence (2004)
de la Peña, V.H., Lai, T.L., Shao, Q.-M.: Self-normalized Processes. Limit Theory and Statistical Applications. Probability and Its Applications. Springer, Berlin (2009)
Feller, W.: An Introduction to Probability Theory and Its Applications, vol. 2. Wiley, New York (1971)
Griffin, P., Kuelbs, J.: Self-normalized laws of the iterated logarithm. Ann. Probab. 17, 1571–1601 (1989)
Jing, B.-Y., Shao, Q.-M., Wang, Q.: Self-normalized Cramér-type large deviations for independent random variables. Ann. Probab. 31, 2167–2215 (2003)
Jing, B.-Y., Shao, Q.-M., Zhou, W.: Towards a universal self-normalized moderate deviation. Trans. Am. Math. Soc. 360, 4263–4285 (2008)
Riesz, F., Sz.-Nagy, B.: Functional Analysis. Frederick Ungar, New York (1955)
Shao, Q.-M.: Recent developments on self-normalized limit theorems. In: Szyszkowicz, B. (ed.) Asymptotic Methods in Probability and Statistics. A Volume in Honour of M. Csörgő, pp. 467–480. North-Holland, Amsterdam (1998)
Shao, Q.-M.: Recent progress on self-normalized limit theorems. In: Lai, T.L., Yang, H., Yung, S.P. (eds.) Probability, Finance and Insurance. World Scientific, Singapore (2004)
Shao, Q.-M.: Stein’s method, self-normalized limit theory and applications. In: Proceedings of the Int. Cong. of Mathematicians, Hyderabad, India (2010). 25 pages
Skorokhod, A.V.: Studies in the Theory of Random Processes. Addison-Wesley, Reading (1961)
Strassen, V.: An invariance principle for the law of the iterated logarithm. Z. Wahrscheinlichkeitstheor. Verw. Geb. 3, 211–226 (1964)
Strassen, V.: A converse to the law of the iterated logarithm. Z. Wahrscheinlichkeitstheor. Verw. Geb. 4, 265–268 (1966)
Author information
Authors and Affiliations
Corresponding author
Additional information
M. Csörgő research supported by an NSERC Canada Discovery Grant at Carleton University.
Z. Hu partially supported by NSFC (No. 10801122) and RFDP (No. 200803581009), and by an NSERC Canada Discovery Grant of M. Csörgő at Carleton University.
Rights and permissions
About this article
Cite this article
Csörgő, M., Hu, Z. & Mei, H. Strassen-Type Law of the Iterated Logarithm for Self-normalized Sums. J Theor Probab 26, 311–328 (2013). https://doi.org/10.1007/s10959-011-0353-8
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10959-011-0353-8
Keywords
- Strassen-type law of the iterated logarithm
- Self-normalized sums
- Domain of attraction of the normal law