Accurate forecasts of tourism demand provide crucial information for tourism policymaking in both the government and business sectors. This study investigates the performance of combination forecasts in the context of tourism demand. As a case study, we consider the problem of forecasting monthly tourism numbers for inbound tourism to IRAN. We could use a yearly time series from a monthly time series.