An analysis of time series for the prediction of Barramundi (ikan siakap) price in Malaysia
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The price of Barramundi in Malaysia is crashed due to the dumping of
Barramundi from oversea with lower quality. In this study, the future
Barramundi price is predicted so that the predicted price can be used to
plan what action should be taken in order to reduce the cost of landing
and production of Barramundi. Then, the price of Barramundi will be
competing with imported price from oversea countries. The data were taken from Department of Fisheries Malaysia. The data for
Barramundi price are in a trend pattern. In this study, two methods
have been applied which were autoregressive integrated moving
average (ARIMA) and Holt-Winters. The performance of both models
was measured using mean square error (MSE) and mean absolute
percentage error (MAPE). The MSE and MAPE values will be
compared for both methods in choosing the best model. The best
model was ARIMA model since the values of MSE and MAPE are
lower compared to the values of MSE and MAPE for Holt-Winters
model. So ARIMA model is used to forecast the Barramundi price.