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Can someone give me an example of two random variables with the same probability distribution but two different density functions? I understand we can do this by changing the density function on a point. Will the value of the distribution function not change due to this. If we make the change does this become a mixed distribution?

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    There will be no change. Integrals are insensitive to changes on a "small enough" set.2012-12-18

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