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This paper compares a range of forecasting models in the context of predicting quarterly tourist flows into Australia from the major tourist markets of USA, Japan, UK and New Zealand. Models considered include the error-correction model, the autoregressive model, the autoregressive integrated moving average model, the basic structural model and a regression based time series model. Seasonality is...