Inversion sampling, inverse probability integral transform
Need to know the CDF analytically and have a tractable inverse .
- Compute Cumulative Distribution Function
- Generate random samples from Uniform distribution
- Inverse transform using to sample then
The distribution of the random variable is the same as .
Proof
First of all,
