Forecasting is a process or method used to predict future uncertainty as an effort to make better decisions. The purpose of this research is to compare the proximity level of the quantitative measurement to the actual value (accuracy) between the Exponential Moving Average (EMA) method and the Brown method by modifying the alpha value between 0 and 1. The data used is the daily data dissemination of COVID-19 in NTB Province, which starts from 11 March-14 July 2020. Based on data simulation results with alpha value modification obtained information that the Brown method is more accurate than the EMA method. The alpha value with the least error in the Brown method amounted to 0.7 with the MAPE of 4.34%. Therefore, doing forecasting by using Brown should take the results of the smallest simulation value of the value of MAD, MAPE, or MSE because the smaller the value will be the better quality of objects.
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26 February 2021
INTERNATIONAL CONFERENCE ON MATHEMATICS, COMPUTATIONAL SCIENCES AND STATISTICS 2020
29 September 2020
Surabaya, Indonesia
Research Article|
February 26 2021
Modify alpha value of EMA method and brown method: A data forecasting comparison of COVID-19
Syaharuddin;
Syaharuddin
a)
1
Mathematics Education, Universitas Muhammadiyah Mataram
, 83115, Indonesia
a)Corresponding author: syaharuddin.ntb@gmail.com
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Habib Ratu Perwira Negara;
Habib Ratu Perwira Negara
2
Computer Science, Universitas Bumigora Mataram
, 83127, Indonesia
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Malik Ibrahim;
Malik Ibrahim
3
Informatics Engineering, Universitas Nahdlatul Ulama NTB
, 83125, Indonesia
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Ahmad;
Ahmad
2
Computer Science, Universitas Bumigora Mataram
, 83127, Indonesia
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Muhammad Zulfikri;
Muhammad Zulfikri
2
Computer Science, Universitas Bumigora Mataram
, 83127, Indonesia
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Gilang Primajati;
Gilang Primajati
2
Computer Science, Universitas Bumigora Mataram
, 83127, Indonesia
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Via Yustitia;
Via Yustitia
4
Mathematics Education, Universitas PGRI Adi Buana Surabaya
, 60234, Indonesia
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Suvriadi Panggabean;
Suvriadi Panggabean
5
Mathematics Education, Universitas Muhammadiyah Sumatera Utara
, 20238, Indonesia
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Rina Rohayu;
Rina Rohayu
6
Law, Universitas Muhammadiyah Mataram
, 83115, Indonesia
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Nurjannah Septyanun
Nurjannah Septyanun
6
Law, Universitas Muhammadiyah Mataram
, 83115, Indonesia
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a)Corresponding author: syaharuddin.ntb@gmail.com
AIP Conf. Proc. 2329, 060016 (2021)
Citation
Syaharuddin, Habib Ratu Perwira Negara, Malik Ibrahim, Ahmad, Muhammad Zulfikri, Gilang Primajati, Via Yustitia, Suvriadi Panggabean, Rina Rohayu, Nurjannah Septyanun; Modify alpha value of EMA method and brown method: A data forecasting comparison of COVID-19. AIP Conf. Proc. 26 February 2021; 2329 (1): 060016. https://doi.org/10.1063/5.0042120
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