The joint distribution for the lenght of life of two different types of components operating in a system is given by 0 , elsewhere The relative efficiency of the two types of components is measured by U= Y2 / Y1. a.) Let V = Y1. Find the joint density for U and V. b.) Find the marginal density for U. c.) Find E(V|U = 1) The joint distribution for the lenght of life of two different types of components operating in a system is given by f( y1 , y2) = q1/8 y 1 e -(y 1 + y 2)/2 y1 >0 , y2 >0 , elsewhere The relative efficiency of the two types of components is measured by U= Y2 / Y1. Let V = Y1. Find the joint density for U and V. Find the marginal density for U. Find E(V|U = 1) Solution a) Let U = Y?/Y? and V = Y? <==> Y? = V and Y? = UV. So, the boundary lines transform as follows: y? = 0 ==> v = 0 y? = 0 ==> u = 0. (Moreover any point in the first quadrant of (y?, y?) is mapped to a point in the first quadrant of (u, v).) Next, the Jacobian ?(y?, y?)/?(u, v) equals |0 1| |v u| = -v. So, g(u, v) = f(y?, y?) * |?(y?, y?)/?(u, v)| ................= (1/8)y? e^(-(y? + y?)/2) * |-v| ................= (1/8)v e^(-(v + uv)/2) * v ................= (1/8)v^2 e^(-v(1+u)/2) for u, v ? 0 (and 0 otherwise) -------------- b) Integrating through the domain of V, g_u(u) = ?(v = 0 to ?) (1/8)v^2 e^(-v(1+u)/2) dv ..........= ?(t = 0 to ?) (1/8) (2t/(1+u))^2 e^(-t) * 2 dt/(1+u), letting t = v(1+u)/2 ..........= (1+u)^(-3) * ?(t = 0 to ?) t^2 e^(-t) dt ..........= (1+u)^(-3) * 2, via gamma function or repeated integration by parts ..........= 2/(1+u)^3 for u ? 0 (and 0 otherwise). -------------- c) g_v(v | U = 1) = [(1/8)v^2 e^(-v(1+u)/2)] / [2/(1+u)^3] {at u = 1} ........................= (1/2)v^2 e^(-v) for v ? 0 (and 0 otherwise). So, E[V | U = 1] = ?(v = 0 to ?) v * (1/2)v^2 e^(-v) dv = (1/2) * ?(v = 0 to ?) v^3 e^(-v) dv = (1/2) * 3! = 3..