Spatio-temporal methods detect disease clusters in space that depend on the time period (Space x Time interaction).
Individual-level data
Group-level data
Direction Method
Kulldorff's Spatio-Temporal Scan
Jacquez's k-Nearest Neighbor Method
Knox's Method
Mantel's Method
Grimson's Method
For retrospective surveillance of spatial data, use Rogerson's Method.