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Can one use convolutions to construct the density of a sum of dependent variables, and if so, how?

I understand that to construct the density of the sum of two possibly dependent random variables, it is possible to apply the convolution formula using their joint density (e.g., How to add two dependent random variables?).

If one needs to construct the pdf for the sum of multiple independent variables, it is possible to take convolutions iteratively. But I wouldn't know how to proceed for multiple dependent variables.

cheby
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    The short answer is you need to integrate joint densities. Can you specify the distributions of your dependent variables? – Alex R. Aug 01 '16 at 23:33

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