FOA is implemented to automatically perform the parameter selection in SVR model.

Hybridize the seasonal adjustment mechanism into the SVR model.

Examine the forecasting models for single-step-ahead and multi-step-ahead.

Prove that SFOASVR is a reliable forecasting tool in inbound tourist arrivals.

The hybrid technique is found to outperform traditional forecasting models.