Transformation of Random Variables

  • Transform samples from one arbitrary distribution to another with a function
  • Given random variable drawn from some PDF .
  • Why the function must be one-to-one?
    • Why the derivative of the transformation function must be greater or equal to ?
    • and therefore
  • The relation is a generalization of the inverse transform sampling since when is uniform random variable from ,
  • Multiple dimensions