Monday, 16 September 2013

probability theory - Proof that if Y=2X+3 then fY(y)=frac12fX(fracy32)



I want to prove that if probability density function (PDF) of a random variable X is fX(x) and another random variable Y is defined as Y=2X+3, then the PDF of Y is fY(y)=12fX(y32).




My Approach:
We Know: P(Xx)=xfX(x)dx
similarly,P(Yy)=yfY(y)dy
Now,Y=2X+3
P(Yy)=P((2X+3)y)
=P(X(y32))
P(Yy)=y32fX(y)dy
yfY(y)dy=y32fX(y)dy
Now how can I proceed further to find a relationship between fY and fX?


Answer




"We know: P(Xx)=xfX(x)dx... "





Observe that on RHS the x is fixed and variable at the same time. That is confusing notation. You should write something like:P(Xx)=xfX(u)du






You found: P(Yy)=y32f(u)du=+1(,y32](u)f(u)du



(Notice that I introduce u here in order to avoid the confusing notation).




Now substitute u=v32 to get =1(,y32](v32)f(v32)d(v32)=y12f(v32)dv


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