For a uniform random point in a disk, the event occupies a disk of area when . Thus
The radial probability density function is on . Integrating gives
Choose the polar angle . The Cartesian density is in the disk, and the polar coordinates Jacobian determinant is . Hence
The product support and product density prove that and are independent, with uniform angle.
Reflection symmetry gives and , so . They are nevertheless not independent. The events and each have positive probability, but their intersection is empty inside the disk, because it would require . Independence would give a positive product probability for that intersection.
Except at the probability-zero center, and . Therefore
An arbitrary definition at the center does not change these expected values. This example distinguishes uncorrelated Cartesian coordinates from independent polar coordinates.
Uniform area density in the unit disk is . The polar coordinates Jacobian gives the joint density
Thus the coordinates are independent and the uniform random point in a disk has
For independent points , the area of triangle is
Now
Independence therefore gives
Conditioned on , the probability that lies inside is its area divided by the disk area . Hence
Four points in general position fail to form a convex quadrilateral exactly when one lies inside the triangle formed by the other three. Each of lies inside the triangle formed by and the other two with probability , and these three events are disjoint. The remaining possibility is that lies inside . By origin in a triangle of three radial random points, this has probability . Therefore
Conditioned on being inside the circle, the point is a uniform random point in a disk of radius . The annulus from to has area . Dividing by the disk's area gives
The radial probability density function is on and integrates to one. Without conditioning, the corresponding annulus probability for a point in the original square is .