Let the probability density function of a random variable X be given
by
$f(x)=\alpha e^{-x^2-\beta x}\ \ \ \ \ \ \infty
If E(X)=−12 then
(A) α=e−14√π and β=1
(B) α=e−14√π and β=−1
(C) α=e−14√π and β=−1
(D) α=e−14√π and β=1
The way I did this question:
∫∞−∞f(x)dx=∫∞−∞αe−(x2+βx+β24−β24)dx=∫∞−∞αe−(x+β2)2eβ24dx=1
put y=(x+β2)
∫∞−∞αe−(y)2eβ24dx=α√πeβ24=1⟹α=e−β24√π
Now using E(X)=∫∞−∞xαe−(x+β2)2eβ24dx
put y=(x+β2)
E(X)=∫∞−∞(y−β2)αe−(y)2eβ24dx=αeβ24∫∞−∞(y)e−(y)2dx⏟odd function−β2∫∞−∞αe−(y)2e−β24⏟pdfdx
0−β2=−12⟹β =1 and α=e−14√π
Somehow after doing rigorous calculations, I got this answer but this question came in 2 marks so I am looking for a quick way out. Any alternate solution which less time consuming ?
Answer
f(x) is in the form of a normal PDF: 1√2πσ2exp(−(x−μ)2/2σ2), which should be equal to αexp(−x2−βx). Coefficients should match in LHS and RHS, so 2σ2=1 and E[X]=μ=−1/2. Then, LHS becomes
1√πexp(−x2+2μx−μ2)=αexp(−x2−βx)
which gives you β=1 and α=exp(−1/4)√π.
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