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On strong versions of the central limit theorem. (English) Zbl 0661.60031
Let \(X_ 1,X_ 2,...\), be i.i.d. r.v.’s with E \(X_ 1=0\), E \(X^ 2_ 1=1\), and let \(S_ n=X_ 1+...+X_ n\), \(n\geq 1\). The main results of the paper are as follows: \[ i)\quad P[\lim_{N}\sup_{x}| N^{- 1}\sum^{N}_{n=1}\mathbf{1}_{(-\infty,x)}(S_ n/\sqrt{n})-\Phi (x)| =0]=0, \] where \(\Phi\) is the standard normal distribution function.
ii) Let a(.) be a bounded and continuous function at each point except a finite number of points on the real line. If E \(| X_ 1|^ 3<\infty\), then \[ P[\lim_{N}(\log N)^{-1}/\sum^{N}_{n=1}n^{- 1}a(S_ n/\sqrt{n})=\int_{R}a(y)d\Phi (y)]=1. \] In particular, for \(a=\mathbf{1}_{(-\infty,x)}\) the limit above equals \(\Phi\) (x) and the convergence in ii) is uniform w.r.t. \(x\in R\). A similar result for arithmetic means of appropriate subsequences is also obtained.
Remark: It seems that for the proof of ii) ess sup of a(.) on each subinterval of a finite partition of R should be used. The presented example shows that ii) does not hold if a(.) is discontinuous at infinitely many points.
Reviewer: A.M.Zapala

MSC:
60F05 Central limit and other weak theorems
60F15 Strong limit theorems
60G50 Sums of independent random variables; random walks
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References:
[1] A course in probability theory, Academic Press New York 1974
[2] Holewijn, Z. Wahrsch. Verw. Gebiete 14 pp 89– (1969)
[3] Robbins, Proc. Amer. Math. Soc. 4 pp 786– (1953)
[4] , and , Analytic methods of probability theory, Akademie-Verlag Berlin 1985 · Zbl 0583.60013
[5] Schatte, Th. Rel. Fields 77 pp 167– (1988)
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