A Generalized Plackett BVT Formula

A bivariate t generalization of Plackett's formula requires ${\partial T_\nu({\bf b}, \rho)}/{\partial\rho}$. If definition (17) is used for $T_\nu({\bf b},\rho)$, and Plackett's formula (2) is used, then

\begin{displaymath}
\frac{\partial T_\nu({\bf b},\rho)}{\partial \rho}
= \frac{2...
...rac{e^{-\frac{s^2f_3(\rho)}{2\nu}}}
{2\pi\sqrt {1-\rho^2}}ds.
\end{displaymath}

If the exponential terms are combined, and this is followed by the change of variables $r=s(1+\frac{f_3(\rho_{21})}{\nu})^\frac{1}{2}$, the result is

\begin{displaymath}
\frac{\partial T_\nu({\bf b},\rho)}{\partial\rho}=\frac{2^{1...
...rt {1-\rho^2}}
\int_0^{\infty}r^{\nu-1} e^{\frac{-r^2}{2}}dr.
\end{displaymath}

The integral value is $\Gamma(\frac{\nu}{2})2^{\frac{\nu}{2}-1}$, so after expanding $f_3(\rho)$, the bivariate t generalization of Plackett's formula is given by
\begin{displaymath}
\frac{\partial T_\nu({\bf b}, \rho)}{\partial\rho}=
\frac{(...
...1b_2}{\nu(1-\rho^2)})^{-\frac{\nu}{2}}}
{2\pi\sqrt{1-\rho^2}}.
\end{displaymath} (18)

The new formula (18) can be integrated to produce new BVT formulas

\begin{displaymath}
T_\nu({\bf b}, \rho) = T_\nu({\bf b},0) +
\frac{1}{2\pi}\in...
..._2^2-2rb_1b_2}{\nu(1-r^2})^{-\frac{\nu}{2}}}
{\sqrt{1-r^2}}dr,
\end{displaymath} (19)

and
\begin{displaymath}
T_\nu({\bf b}, \rho) = T_\nu({\bf b},s) +
\frac{1}{2\pi}\in...
...2^2-2rb_1b_2}{\nu(1-r^2)})^{-\frac{\nu}{2}}}
{\sqrt{1-r^2}}dr,
\end{displaymath} (20)

where, $s = sign(\rho)$ and

\begin{displaymath}
T_\nu({\bf b}, s) =
\left\{ \begin{array}{cl}
T_\nu(min(b_...
...\nu(b_1)-T_\nu(-b_2)) & \mbox{if s = -1}
\end{array} \right. ,
\end{displaymath}

with $T_\nu(b)$ defined as the standard univariate Student's t distribution. In contrast to the normal case, there is no easy computation of $T_\nu({\bf b}, 0)$ that uses a product of univariate t distribution values. Therefore, a numerical implementation of an algorithm based on equation (20) was developed. After the change of variables $r = sin(\theta)$
\begin{displaymath}
T_\nu({\bf b}, \rho) = T_\nu({\bf b},s) + \frac{1}{2\pi}\int...
...a)b_1b_2}{\nu \cos(\theta)^2}\bigg)
^{-\frac{\nu}{2}}d\theta ,
\end{displaymath} (21)

numerical integration can be used to approximate the integral.




2004-04-13