Chi-square mixture representations for the distribution of the scalar Schur complement in a noncentral Wishart matrix

We show that the distribution of the scalar Schur complement in a noncentral Wishart matrix is a mixture of central chi-square distributions with different degrees of freedom. For the case of a rank-1 noncentrality matrix, we reveal that the mixture weights arise from a noncentral beta mixture of Poisson distributions.