If has a joint probability density , the product has the displayed probability density function, interpreted almost everywhere. For fixed , substitute in the integral defining ; the absolute Jacobian determinant is . The Tonelli theorem then exchanges the nonnegative integrals. The line has two-dimensional Lebesgue measure zero, so its omission creates no probability mass. A density may be infinite at exceptional points without creating an atom.
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