Monday 16 September 2013

probability theory - Proof that if $Y=2X+3$ then $f_Y(y)=frac12f_X(frac{y-3}2)$



I want to prove that if probability density function (PDF) of a random variable $X$ is $f_X(x)$ and another random variable $Y$ is defined as $Y=2X+3$, then the PDF of $Y$ is $f_Y(y)=\frac{1}{2} f_X(\frac{y-3}{2})$.




My Approach:
We Know: $P(X \leq x)= \int_{-\infty}^x f_X(x) \, dx$
similarly,$$P(Y \leq y)= \int_{-\infty}^y f_Y(y) \, dy$$
Now,$\, Y=2X+3$
$$\implies P(Y \leq y)= P((2X+3) \leq y)$$
$$=P(X \leq (\frac{y-3}{2}))$$
$$\implies P(Y \leq y)=\int_{-\infty}^{\frac{y-3}{2}} f_X(y) \, dy$$
$$\implies \int_{-\infty}^y f_Y(y) \, dy=\int_{-\infty}^{\frac{y-3}{2}} f_X(y) \, dy $$
Now how can I proceed further to find a relationship between $f_Y$ and $f_X $?


Answer




"We know: $P(X \leq x)= \int_{-\infty}^x f_X(x) \, dx$... "





Observe that on RHS the $x$ is fixed and variable at the same time. That is confusing notation. You should write something like:$$P(X \leq x)= \int_{-\infty}^x f_X(u) \, du$$






You found: $$P(Y\leq y)=\int_{-\infty}^{\frac{y-3}2}f(u)du=\int_{-\infty}^{+\infty}\mathbf1_{\left(-\infty,\frac{y-3}2\right]}(u)f(u)du$$



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




Now substitute $u=\frac{v-3}2$ to get $$\cdots=\int_{-\infty}^{\infty}\mathbf1_{\left(-\infty,\frac{y-3}2\right]}\left(\frac{v-3}2\right)f\left(\frac{v-3}2\right)d\left(\frac{v-3}2\right)=\int^y_{-\infty}\frac12 f\left(\frac{v-3}2\right)dv$$


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