Assume that $X$ has a continuous and strictly increasing CDF $F_X$. Define $Y = F_X^{-1}(U)$ where $U$ is standard Uniform. How dow I show that $X$ and $Y$ have the same distribution?
1 Answer
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We have $$F_Y(y)=\Pr(Y\le y)=\Pr(F_X^{-1}(U)\le y).$$
Because $F_X$ is strictly increasing, $$\Pr(F_X^{-1}(U)\le y)=\Pr(U \le F_X(y))=F_X(y).$$