The acronym "joint cdf" stands for "joint cumulative distribution function", which is used interchangeably with the term "joint distribution function".
A brief introduction to the joint distribution function can be found in the glossary entry entitled Joint distribution function. You can also find more details about the joint cdf in the lecture entitled Random vectors.
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