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To apply the probability integral transform, the CDF of the random variable must be analytically available?

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To apply the probability integral transform, we only require that the quantile function has an analytical form. 

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There are some probability distributions, called quantile distributions, that are defined explicitly in terms of the their quantile function, and the corresponding CDF is not analytically tractable.

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