I need help with finding the joint density of $X$ and $Y$ where $$X=\sin(2\pi U),\quad Y=\cos(2\pi U)$$ where $U$ is uniformly distributed on (0,1).
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Related: https://math.stackexchange.com/questions/79684/absolute-continuity-of-a-distribution-function?rq=1. – StubbornAtom Mar 25 '18 at 08:02
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Since $(X,Y)$ is almost surely on the unit circle whose Lebesgue measure is zero, the distribution of $(X,Y)$ has no density with respect to the Lebesgue measure on the plane $\mathbb R^2$.
To describe the distribution of $(X,Y)$ one usually says that $(X,Y)$ is uniformly distributed on the unit circle, which is another way of saying that, for every measurable function $a$ on $\mathbb R^2$, $$ E(a(X,Y))=\int_0^{2\pi}a(\cos t,\sin t)\frac{\mathrm dt}{2\pi}. $$

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Every pair of random variables has a CDF. The CDF of (X,Y) is a mess (and quite uninteresting). – Did Mar 20 '14 at 17:20