The random variables X and Y are independently normally distributed with means 0 and variances 1. Show that the joint probability density function for (X,Y) is f(x,y)=2π1e−21(x2+y2)−∞<x<∞,−∞<y<∞. If (x,y) are the coordinates, referred to rectangular axes, of a point in the plane, explain what is meant by saying that this density is radially symmetrical.
The random variables U and V have a joint probability density function which is radially symmetrical (in the above sense). By considering the straight line with equation U=kV, or otherwise, show that P(VU<k)=2P(U<kV,V>0). Hence, or otherwise, show that the probability density function of U/V is g(k)=π(1+k2)1−∞<k<∞.