Multivariate correlation coefficient?

Is there a simple definition (formula) for a multivariate correlation coefficient between k binomial variables, assuming that each variable is positive with the same probability/frequency f?

What does the CDF for this multivariate binomial distribution look like, and how does it depend on the correlation coefficient (or vice versa)?
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