Jacquez's k-Nearest Neighbor test is a test for space-time interaction for individual-level data. The test statistic, Jk, is the count of the number of case pairs that nearest neighbors in both space and time. When space-time interaction exists Jk will be large, since nearest neighbors in space will also tend to be nearest neighbors in time.
