Question: Show that if (X1, X2) has the bivariate normal distribution with zero mean, variances 2 1 , 2 2 and covariance 1 2
Show that if (X1, X2) has the bivariate normal distribution with zero mean, variances σ
2 1
, σ
2 2 and covariance ρσ1
σ2
, then the ratio U = X1
/X2 has the Cauchy distribution with median θ = ρσ1
/(σ2 and dispersion parameter τ
2 = σ
2 1 (1 − ρ
2)/σ
2 2
.
Explicitly, fU (u; θ, τ) = τ −1π
−1{1 + (u − θ)
2/τ
2}
−1
, where −∞ < θ < ∞ and τ > 0. Deduce that 1/U also has the Cauchy distribution with median θ/(τ
2 + θ
2
) and dispersion parameter τ
2
/(τ
2 + θ
2
)
2
. Interpret the conclusion that θ/τ is invariant.
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