Covariance between squared bivariate geometrically distributed random variables

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If $X$ and $Y$ follows bivariate geometric distribution (where $EX=a$, $EY=b$, $Cov(X,Y)=c$ ) then how to obtain (determine) $Cov(X^2,Y)$?

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The particular bivariate Geometric you provide in your comment above is the model provided by:

  • Phatak and Sreehari (1981), Some characterizations of bivariate geometric distribution, Journal of Indian Statistical Association, 19, pp. 141-146.

... namely with joint pmf $f(x,y)$:


(source: tri.org.au)

Then, $Cov(X,Y)$ is:


(source: tri.org.au)

and $Cov(X^2,Y)$ is:


(source: tri.org.au)

where I am using the Cov function from the mathStatica package for Mathematica to help automate the calculation. As disclosure, I should add that I am one of the authors.