Tuesday, 31 December 2013

probability - f(x)=alphaex2betax Find alpha and beta . Expectation is given.




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=e14π and β=1



(B) α=e14π and β=1



(C) α=e14π and β=1




(D) α=e14π and β=1




The way I did this question:



f(x)dx=αe(x2+βx+β24β24)dx=αe(x+β2)2eβ24dx=1



put y=(x+β2)



αe(y)2eβ24dx=απeβ24=1α=eβ24π




Now using E(X)=xαe(x+β2)2eβ24dx



put y=(x+β2)



E(X)=(yβ2)αe(y)2eβ24dx=αeβ24(y)e(y)2dxodd functionβ2αe(y)2eβ24pdfdx



0β2=12β =1 and α=e14π



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: 12πσ2exp((xμ)2/2σ2), which should be equal to αexp(x2βx). Coefficients should match in LHS and RHS, so 2σ2=1 and E[X]=μ=1/2. Then, LHS becomes
1πexp(x2+2μxμ2)=αexp(x2βx)


which gives you β=1 and α=exp(1/4)π.


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