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Math 6010 • Linear Models

Fall 2017 • Question 8

Fix \(0<\lambda <\rho \) and let \(X\), \(Y\), and \(Z\) be three independent Gamma distributed random variables with common scale parameter 1 and shape parameters \(\lambda \), \(\rho -\lambda \), and \(\rho \), respectively. (A Gamma random variable with scale parameter 1 and shape parameter \(\lambda \) has pdf \(\frac {1}{\Gamma (\lambda )}x^{\lambda -1}e^{-x}\mathbf {1}_{\{x>0\}}\).) Let \[ U=\frac {ZX}{X+Y},\qquad V=\frac {ZY}{X+Y},\qquad \text {and}\qquad W=X+Y. \] Prove that random vector \((U,V,W)\) has the same distribution as \((X,Y,Z)\). (It may be useful to note that \(Z=U+V\).)

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Fix \(0<\lambda<\rho\) and let \(X\), \(Y\), and \(Z\) be three
independent Gamma distributed random variables with common scale parameter 1
and shape parameters \(\lambda\), \(\rho-\lambda\), and \(\rho\), respectively. (A
Gamma random variable with scale parameter 1 and shape parameter \(\lambda\) has
pdf \(\frac{1}{\Gamma(\lambda)}x^{\lambda-1}e^{-x}\mathbf{1}_{\{x>0\}}\).) Let
\[
  U=\frac{ZX}{X+Y},\qquad
  V=\frac{ZY}{X+Y},\qquad
  \text{and}\qquad
  W=X+Y.
\]
Prove that random vector \((U,V,W)\) has the same distribution as \((X,Y,Z)\). (It
may be useful to note that \(Z=U+V\).)