Partial Converses to Theorem 1

Although complete converses to the statements of Theorem 1 are invalid, as we have seen, under certain additional conditions some important partial converses hold. We use the same symbol c to denote the point c ∊ ℝ ^d , as well as the degenerate random vector identically equal to c.