Geodesic
A~Local Theorem for the~First Hitting Time of a~Fixed Level by a~Random Walk
Matematičeskie trudy, Tome 8 (2005) no. 1, pp. 43-70.

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For the sums $S(n)=X(1)+\dots+X(n)$ of independent identically distributed random variables with zero mean, we determine the first passage time $$ \eta_y=\inf\bigl\{n\ge 1:S(n)\ge y\bigr\} $$ across the level $y\ge 0$ from below to above by the random walk $\bigl\{S(n);\,n=1,2,\dots\bigr\}$. We obtain a local theorem for this random variable, i. e., we find asymptotics of $\mathbb P(\eta_y=n)$ for a fixed level $y\ge 0$ as $n\to\infty$. 
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A. A. Mogul'skii; B. A. Rogozin. A~Local Theorem for the~First Hitting Time of a~Fixed Level by a~Random Walk. Matematičeskie trudy, Tome 8 (2005) no. 1, pp. 43-70. http://geodesic.mathdoc.fr/item/MT_2005_8_1_a1/

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