Use Mantel's method to detect linear associations between the space and time distances between pairs of cases.
Use the k-NN method to determine whether pairs of cases that are nearest neighbors in space tend also to be nearest neighbors in time. This method also determines the space-time scale(s) at which interaction occurs.