Set and . Their inverse change of variables is , , with domain , . The absolute Jacobian determinant of this inverse transformation is
Use the independence of random variables to multiply the two original Gamma distribution densities. The change of variables formula then gives the joint probability density
Factor this into two normalized densities:
The support is a product domain, and the factors are precisely a Beta distribution density and a Gamma distribution density. Therefore
This beta-gamma independence uses the common rate ; it is a rate parameter, not the scale parameter .