Is it generally true that if the support of (X,Y) is a triangle, then X and Y are dependent random variables?
Generally, Yes.
Since the support of the random variables is triangle, that means support of Y depends on X and vice versa. So the conditional distribution of Y will depend on X and vice versa. If conditional distribution depends on other random variable, it can’t be independent.
That’s why generally we have dependency in case of triangular support.
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