MODELING SPATIAL SPREAD OF EPIDEMICS--MUMPS Lynne Billard, University of Georgia ABSTRACT The Space Time Bilinear (STBL) model is a special form of a multiple bilinear time series for use in modelling time series which exhibit bilinear behavior on a spatial neighborhood structure. The model is particularly appropriate for series that exhibit sudden shocks to the system such as would occur with a large disease outbreak. We present the model, and discuss estimation and prediction issues briefly. We then apply the model to some surveillance data for mumps in twelve north- eastern states in the U.S. over the years 1971-88 where there was a large outbreak in 1986-87, and predict cases for 1989 ( when another outbreak occurred). Results for the STBL model are compared with those obtained by fitting other time series models; we see that the STBL model performs most favorably.