The joint distribution for the lenght of life of two different types of componen
ID: 3550487 • Letter: T
Question
The joint distribution for the lenght of life of two different types of components operating in a system is given by 0 , elsewhereThe 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) = {1/8 y1 e -(y1 + y2)/2 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)
Explanation / Answer
: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)
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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).
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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.
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