Abstract
Let {X,X n ; n ≥ 1} be a sequence of i.i.d. random variables, EX = 0, EX 2 = σ 2 −1, $$ \begin{aligned} & {\mathop {\lim }\limits_{\varepsilon \searrow 0} }\varepsilon ^{{2{\left( {b + 1} \right)}}} {\sum\limits_{n = 1}^\infty {\frac{{{\left( {\log \;\log \;n} \right)}^{b} }} {{n\log n}}} }n^{{ - 1 \mathord{\left/ {\vphantom {1 2}} \right. \kern-\nulldelimiterspace} 2}} {\rm E}{\left\{ {M_{n} - \sigma {\left( {\varepsilon + a_{n} } \right)}{\sqrt {2n\log \;\log \;n} }} \right\}} + \\ & = \frac{{\sigma 2^{{ - b}} }} {{{\left( {b + 1} \right)}{\left( {2b + 3} \right)}}}{\rm E}{\left| N \right|}^{{2b + 3}} {\sum\limits_{k = 0}^\infty {\frac{{{\left( { - 1} \right)}^{k} }} {{{\left( {2k + 1} \right)}^{{2b + 3}} }}} } \\ \end{aligned} $$ holds if and only if EX = 0 and EX 2 = σ 2 < ∞.
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