Before revision:  At each step we apply our methods to  a case study of NS and PIH , using parameters estimated from publicly available data for Uganda. We demonstrate the effectiveness of our filter in numerical experiments and study the effect of the economic cost of NS and PIH on the optimal allocation of resources between prevention and treatment.
After revision:  At each step we apply our methods to a case study of NS and PIH , using parameters estimated from publicly available data .