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.

1.
H. A.
Rothan
and
S. N.
Byrareddy
, "
The epidemiology and pathogenesis of coronavirus disease (COVID-19) outbreak
,"
Journal of Autoimmunity
(
2020
).
2.
Y.
Liu
,
A. A.
Gayle
,
A.
Wilder-Smith
, and
J.
Rocklov
, "
The reproductive number of COVID-19 is higher compared to SARS coronavirus
,"
J. Travel Med.
,
27
(
2
), pp.
15
32
(
2020
).
3.
T.
Kobayashi
 et al, "
Communicating the Risk of Death from Novel Coronavirus Disease (COVID- 19
),"
J. Clin. Med.
,
9
(
2
), pp.
580
(
2020
).
4.
N.
Barzilai
 et al, "
Geroscience in the Age of COVID-19
,"
Aging Dis.
, vol.
11
, no.
4
, p.
725
(
2020
).
5.
S.
Liu
,
S.
Gu
, and
T.
Bao
, "
An automatic forecasting method for time series
,"
Chinese J. Electron.
,
26
(
3
), pp.
445
452
(
2017
).
6.
H. R. P.
Negara
,
M.
Tamur
,
Syaharuddin
,
T. H.
Apandi
,
J. W.
Kusuma
, and
Hamidah
, "
Computational modeling of ARIMA-based G-MFS methods: Long-term forecasting of increasing population
,"
Int. J. Emerg. Trends Eng. Res.
,
8
(
7
), pp.
3665
3669
(
2020
).
7.
H.
Ratu
,
P.
Negara
, K. R. A. K, and
H.
Rpn
, "
Analysis Of Nonlinear Models For The Acceleration Of Increasing HDI In Asia
,"
Int. J. Sci. Technol. Res.
,
8
(
1
), pp.
60
62
(
2019
).
8.
D. K.
Silalahi
, "
Forecasting of Poverty Data Using Seasonal ARIMA Modeling in West Java Province
,"
J. Teor. and Apl. Mat.
,
4
(
1
), pp.
62
76
(
2020
).
9.
P.
Dimitrov
, "
Long-Term Forecasting of The SPA and Wellness Subsector of The Bulgarian Tourism Industry
,"
Tour. Manag. Stud.
, (
2012
).
10.
Dheeraj
K.
, "
Analysing COVID-19 News Impact on Social Media Aggregation
,"
Int. J. Adv. Trends Comput. Sci. Eng.
,
9
(
2
), pp.
2542
2549
(
2020
).
11.
O.
Ghorbel
,
R.
Ayedi
,
H. B.
Chikha
,
O.
,
Shehin
, and
M.
Frikha
, "
Design of a Smart Medical Bracelet Prototype for COVID-19 based on Wireless Sensor Networks
.,"
Int. J. Adv. Trends Comput. Sci. Eng.
,
9
(
3
), pp.
2684
2688
(
2020
).
12.
R.
Bhavya
and
S.
Sambhav
, "
Role of Mobile Communication with Emerging Technology in COVID'19
.,"
Int. J. Adv. Trends Comput. Sci. Eng.
,
9
(
3
), pp.
3338
3344
(
2020
).
13.
Syaharuddin
,
D.
Pramita
,
T.
Nusantara
, and
Subanji
, "
Testing alpha-beta parameters of holt method for time series forecasting
,"
Int. J. Sci. Technol. Res.
,
8
(
12
), pp.
3653
3656
(
2019
).
14.
A.
Agapie
and
A.
Agapie
, "
Economic forecasting using Genetic Algorithms
," in
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
,
1226
, pp.
543
544
(
2017
).
15.
F.
Klinker
, "
Exponential moving average versus moving exponential average
,"
Math. Semesterberichte
,
58
(
1
), pp.
97
107
(
2011
).
16.
S.
Hansun
and Subanar, "
Brown's weighted exponential moving average implementation in forex forecasting
,"
Telkomnika (Telecommunication Comput. Electron. Control.
,
15
(
3
), pp.
1425
1432
(
2017
).
17.
A.
Nasrum
, "
Forecasting With Double Exponential Smoothing Brown Method
,"
J. Math Sci.
,
1
(
2
), pp.
35
39
(
2016
).
18.
F.
Rustam
 et al, "
COVID-19 Future Forecasting Using Supervised Machine Learning Models
,"
IEEE Access
,
8
, pp.
101489
101499
(
2020
).
19.
M. I.
Irawan
,
Syaharuddin
,
D. B.
Utomo
, and
A. M.
Rukmi
, "
Intelligent irrigation water requirement system based on artificial neural networks and profit optimization for planting time decision making of crops in Lombok Island
,"
J. Theor. Appl. Inf. Technol.
,
58
(
3
), pp.
657
671
(
2013
).
20.
A.
Wirawan
and
P. P.
Januraga
, "
Forecasting COVID-19 Transmission and Healthcare Capacity in Bali, Indonesia
,"
J. Prev. Med. Public Heal.
,
53
(
3
), pp.
158
163
(
2020
).
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