Let $B_n$ be the unit ball in $R^n$. We declare $$P_n = \left\{ x\in B_n \textrm{ such that }|x_1| < \frac{1}{1000}\right\} .$$ I want to calculate the volume of $P_n$ and $B_n - P_n$ and determine which is bigger.
I tried to use Fubini's theorem here and found $$P_n = V_{n-1}\int_\frac{-1}{1000}^\frac{1}{1000} \left(\sqrt{1-x_1^2}\right)^{n-1}dx_1 ,$$ where $V_{n-1}$ is the volume of the unit ball in $R^{n-1}$. I got to this answer since the volume of a ball in $R^n$ with a radius $r$ is $V_n r^n$.
However here I get stuck since I don't to solve this integral. I couldn't really solve it even with the help of Wolfram Alpha.
Am I doing something wrong?
For large enough $n$, the set $P_{ni} = \{x \in B_n; |x_i| \le \frac{1}{1000} \}$ is bigger.
Indeed, for each $i$, let us write as $Q_{ni} = B_n\setminus P_{ni} = \{x \in B_n; |x_i| > \frac{1}{1000} \}$. So it suffices the show the following inequality: Vol$(Q_{n1})$ $<\frac{1}{2} \times$Vol$(B_n)$ for $n$ sufficiently large. We do this next.
Then by symmetry each $Q_{ni}$ has the same volume, and of course $\cup_n Q_i \subset B_n$. However, each $x \in B_n$ is in at most $1000^2 =1000000$ of the $Q_{ni}$s [make sure you see why] which implies the following inequality: $\sum_n$ Vol$(Q_{ni}) \le 1000000\times$Vol$(B_n)$, which, as all the $Q_{ni}$s have the same volume, in turn implies the following string of inequalities: Vol$(Q_{n1}) \le \frac{1000000}{n} \times $Vol$(B_n)$ $<\frac{1}{2} \times$Vol$(B_n)$ for $n$ sufficiently large, which yields precisely what you want to show.
ETA on the other hand, for general (large) positive $K$, let $P^K_{ni}$ be the set $\{x \in B_n; |x_i| \le \frac{1}{K} \}$. Then the inequality Vol$(P^K_{ni}) < \frac{1}{2} \times$ Vol$(B_n)$ only if $n \ge \theta(K^2)$. Indeed, let us set $a' = \frac{4}{K}$. Then for all $a < a'$, we note that Vol$(B_{n-1}(\sqrt{1-a^2})) \geq (\sqrt{1-a^2})^{n-1}$Vol$(B_{n-1})$ $\geq \frac{1}{2}$Vol$(B_{n-1})$ for $n < \frac{K^2}{8}$. This implies
$$\text{vol}(B_n) \ge \int^{a'}_{-a'} \text{Vol}\left(B_{n-1}\left(\sqrt{1-x^2}\right)\right) dx$$
$$ > 2 \int^{\frac{1}{K}}_{-\frac{1}{K}} \text{Vol}\left(B_{n-1}\left(\sqrt{1-x^2}\right)\right) dx \ \doteq \ 2 \text{Vol}(P^K_{ni}). $$