(1) Just differentiate the CDFs...
Now use the chain rule..
This works as well if is decreasing.
(2) Is obvious if you just replace with
Suppose X is a continuous random variable with probability density , and is a continuous increasing differentiable function.
1) Show that the probability density of of is given by:
where is the inverse of , and
2) Show that the expected value of Y is: