Empirical mode decomposition-based least squares support vector regression for foreign exchange rate forecasting

► We proposed a hybrid model for forecasting foreign exchange rate. ► Decomposed foreign exchange rate index by EMD will improve forecasting ability. ► LSSVR will provide better calculation speed and forecasting performance level. ► The proposed EMD-LSSVR model outperforms upon two performance criteria.