Let $a$ and $b$ be two points in the plane. Let's choose a point $c$ uniformly from the circle of radius $r$ with $a$ as center and choose a point $d$ uniformly from the circle of radius $r$ with $b$ as the centre of this circle. Let $X$ be the eucleadian distance between $c$ and $d$. What's the density function of $X$? Is it hard compute? P.S. I know how to do it when $a=b$.
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Empirically, the distribution appears approximately normal. Below is the distribution for $10^6$ pairs of $c,d$-points, $r=1$, $\| a - b \|=3$ (so the closet $X=\| c - d \|$ distance possible is $1$, and the furthest distance possible is $5$.
Joseph O'Rourke
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Seeing @DouglasZare's question, I assumed that "from the circle" and "in unit circles" mean from the interior of the circles (rather than on the circle boundaries). – Joseph O'Rourke Nov 11 '15 at 16:29
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This is interesting - it didn't occur to me to check it empirically. Can you think of a way to prove this hypothesis? Thanks. – Mudi Nov 11 '15 at 17:32
When $a=b$, the expression doesn’t look pretty (not to me at least) but the argument/procedure is simple enough (It’s described in Tuckwell’s Applications of Probability Theory). Anyway here it is. $f_X(x) = \frac{2x}{\pi r^2}( 2 \arccos(\frac{x}{2r}) - \frac{x}{r} \sqrt{ 1-{(\frac{x}{2r}) }^2} )$.
– Mudi Nov 11 '15 at 17:17