On closures of exponential families and their subfamilies

The variation distance closures of exponential families and their log-convex subfamilies are characterized. A problem left open in (I. Csiszar, et al., 2002) is settled: an exponential family is constructed whose closure in reversed information divergence, rI-closure, is neither rI-closed nor log-convex.