Academic Integrity: tutoring, explanations, and feedback — we don’t complete graded work or submit on a student’s behalf.

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                              , 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) = {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)

--------------

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.


Hire Me For All Your Tutoring Needs
Integrity-first tutoring: clear explanations, guidance, and feedback.
Drop an Email at
drjack9650@gmail.com
Chat Now And Get Quote