Do you know anything about the distributions? In the second case, for instance, you can choose three variables independently, and the fourth will be determined (4 variables - 1 equation = 3 degrees of freedom). But if you want the three chosen to be, for example, normally distributed, the fourth will not be. So it matters which one you choose to be dependent.
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