Change of variables for probability densities
ID: change-of-variables-for-probability-densities
For a random variable with probability density function on an interval, let , where is a diffeomorphism onto another interval. The change of variables formula givesIndeed, integrating the right-hand side over an outcome interval gives the probability that lies in its inverse image. The absolute derivative preserves positive probability when reverses orientation. A gravity deflection of an atomic beam is a physical example: its speed-to-height transformation changes the probability density and its mode.
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