Change-of-variables formula for a density
Question
A random variable has density , and for a given function . How do you find the density of ?
Short answer
For strictly monotone, differentiable : . This follows by differentiating , which equals or . If is not monotone, sum this expression over every root of , i.e. .
Adapted from Joshi, Denson & Downes, Quant Job Interview Questions and Answers, Q3.31, p.83; question and answer rewritten by SelfMadeQuant.com.
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Open the worked solutionLessons behind this question
- Continuous Random Variables and Probability Density Functions
- Cumulative Distribution Functions
- Sample Spaces, Events, and the Probability Axioms
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