## The Annals of Mathematical Statistics

- Ann. Math. Statist.
- Volume 30, Number 2 (1959), 448-462.

### Asymptotic Expansions for the Smirnov Test and for the Range of Cumulative Sums

#### Abstract

Let $z_n$ denote the position at time $n$ of a particle describing a one-dimensional random walk, such that the increments $\zeta_n = z_n - z_{n-1} (n = 1, 2, \cdots)$ are independent random variables, assuming only the values +1 and -1, each with probability $\frac{1}{2}$. Of considerable importance in many applications is the conditional probability $$p_n(i, j, c) = P(z_n = j, 0 < z_m < c, m = 1, \cdots, n \mid z_0 = i);$$ here, $i, j, c, n$ denote positive integers. In section 1, an asymptotic development for $p_n(i, j, c)$ is given; for each positive integer $m$, it yields an approximation to $p_n(i, j, c)$ with error smaller than $Cn^{-m}$ where $C$ is independent of $i, j, c$ and $n$. As a simple application, an asymptotic development for the binomial coefficient $\binom{n}{s}$ is derived by letting $i, j, c$ tend to infinity in such a manner that $j - i = 2s - n$. As a second application, an asymptotic expansion is derived for the joint distribution of the extrema of the difference between the empirical distributions of two samples of size $n$. The above asymptotic development for $p_n(i, j, c)$ is obtained by applying the central Lemma 4 to an exact formula for $p_n(i, j, c)$. In Section 5, using this formula, an exact formula is obtained for the distribution of the range $R_n$ of the $n + 1$ numbers $z_0, \cdots, z_n$. Applying Lemma 4 to it, a complete asymptotic expansion for the distribution of $R_n$ is derived.

#### Article information

**Source**

Ann. Math. Statist., Volume 30, Number 2 (1959), 448-462.

**Dates**

First available in Project Euclid: 27 April 2007

**Permanent link to this document**

https://projecteuclid.org/euclid.aoms/1177706262

**Digital Object Identifier**

doi:10.1214/aoms/1177706262

**Mathematical Reviews number (MathSciNet)**

MR102883

**Zentralblatt MATH identifier**

0092.36402

**JSTOR**

links.jstor.org

#### Citation

Kemperman, J. H. B. Asymptotic Expansions for the Smirnov Test and for the Range of Cumulative Sums. Ann. Math. Statist. 30 (1959), no. 2, 448--462. doi:10.1214/aoms/1177706262. https://projecteuclid.org/euclid.aoms/1177706262