Peramalan Harga Beras dengan Metode Double Exponential Smoothing dan Fuzzy Time Series (Study Kasus : Harga Beras di Kota Mataram)

Sulpaiyah Sulpaiyah, syamsul bahri, Lisa Harsyiah
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引用次数: 1

Abstract

Rice has become the main staple food for almost the entire population of Indonesia. However, in Indonesia, the price of food commodities (rice) often fluctuates in price. Due to the rapid fluctuation of rice prices and the uncertainty in the future, it is necessary to forecast rice prices. This study aims to predict the price of rice in the city of Mataram using the Holt double exponential smoothing method and the Cheng fuzzy time series. The model's performance is based on Mean Squared Error (MSE) and Mean Absolute Percentage Error (MAPE) indicators. Forecasting model based on Holt's double exponential smoothing method, the MSE value is 705967.4994 and the MAPE value is 7.91%. On the other hand, based on Cheng's fuzzy time series method, the performance of the forecasting model based on the MSE indicator is 566312.340 and based on the MAPE value of 6.75%. Based on these results, Cheng's fuzzy time series method is more accurate than Holt's double exponential smoothing method. Keywords: Double Exponential Smoothing Holt, Fuzzy Time Series Cheng, Rice Price, MAPE, MSE
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大米已经成为几乎所有印尼人的主食。然而,在印度尼西亚,粮食商品(大米)的价格经常波动。由于大米价格的快速波动和未来的不确定性,有必要对大米价格进行预测。本研究旨在利用Holt双指数平滑法和Cheng模糊时间序列对马塔兰市的大米价格进行预测。该模型的性能基于均方误差(MSE)和平均绝对百分比误差(MAPE)指标。基于Holt双指数平滑法的预测模型,MSE值为705967.4994,MAPE值为7.91%。另一方面,基于Cheng的模糊时间序列方法,基于MSE指标的预测模型的性能为566312.340,基于MAPE值为6.75%。基于这些结果,Cheng的模糊时间序列方法比Holt的双指数平滑方法更精确。关键词:双指数平滑Holt,模糊时间序列Cheng,稻米价格,MAPE, MSE
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