Analysing COVID-19 Verified, Recuperate and Death Cases in Ethiopia Using ARIMA Models
Applying a successful prediction of the confirmed, recovered and deaths is thought to be the basic requirement to successfully control the spreading rate of diseases. Time series models have extensively been considered as the suitable methods to forecast the confirmed, recovered and deaths because...
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Hawassa University
2022-02-01
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| Series: | East African Journal of Biophysical and Computational Sciences |
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| Online Access: | https://www.Ajol.Info/index.php/eajbcs/article/view/221382 |
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| author | Birhanu Betela Warssamo |
| author_facet | Birhanu Betela Warssamo |
| author_sort | Birhanu Betela Warssamo |
| collection | DOAJ |
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Applying a successful prediction of the confirmed, recovered and deaths is thought to be the basic requirement to successfully control the spreading rate of diseases. Time series models have extensively been considered as the suitable methods to forecast the confirmed, recovered and deaths because of the virus. The aim of this research is to apply the Autoregressive Integrated Moving Average (ARIMA) modelling approach for projectingCOVID-19 confirmed, recovered and deaths cases in Ethiopia. Over strict follows of all phases of Box-Jenkins strategy, ARIMA (1,1,1), ARIMA (16,1,2), and ARIMA (0,1,1)models for confirmed case, recovered and death case, respectively were selected as the best models for predicting coronavirus cases of Ethiopia. Using these models, a forecast of five-month a heads future situation of COVID-19 confirmed case, recovered and death case (Jan 3, 2021 to May 3, 2021) has been made. The results showed that in the coming five months from Jan 3, 2020 to May 3, 2021, the number of COVID-19 confirmed, recovered and deaths cases in Ethiopia may reach up to 320,597; 168,912 and 4438, respectively. Generally, the size of the coronavirus distribution was increased from time to time in the past ten months, until 3rd Jan, 2021, and it is expected to continue quicker than before for the coming 5-months, until the end of May, 2021, in Ethiopia and more rapidly than before while the peak will remain unknown yet. Therefore, effective implementation of the preventive measures and a rigorous compliance by avoiding negligence with the rules such as prohibiting public gatherings, travel restrictions, personal protection measures, and social distancing may improve the spreading rates of the virus. Further, through updating more new data with a continuous reconsideration of predictive model provide useful and more precise prediction
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| format | Article |
| id | doaj-art-63e34e1e66564d03afd78076cc0b6a8b |
| institution | Kabale University |
| issn | 2789-360X 2789-3618 |
| language | English |
| publishDate | 2022-02-01 |
| publisher | Hawassa University |
| record_format | Article |
| series | East African Journal of Biophysical and Computational Sciences |
| spelling | doaj-art-63e34e1e66564d03afd78076cc0b6a8b2025-02-08T19:51:05ZengHawassa UniversityEast African Journal of Biophysical and Computational Sciences2789-360X2789-36182022-02-0131Analysing COVID-19 Verified, Recuperate and Death Cases in Ethiopia Using ARIMA ModelsBirhanu Betela Warssamo0Department of Statistics, College of Natural and Computational Sciences, Hawassa University, Hawassa, Ethiopia, P. O. Box: 05 Applying a successful prediction of the confirmed, recovered and deaths is thought to be the basic requirement to successfully control the spreading rate of diseases. Time series models have extensively been considered as the suitable methods to forecast the confirmed, recovered and deaths because of the virus. The aim of this research is to apply the Autoregressive Integrated Moving Average (ARIMA) modelling approach for projectingCOVID-19 confirmed, recovered and deaths cases in Ethiopia. Over strict follows of all phases of Box-Jenkins strategy, ARIMA (1,1,1), ARIMA (16,1,2), and ARIMA (0,1,1)models for confirmed case, recovered and death case, respectively were selected as the best models for predicting coronavirus cases of Ethiopia. Using these models, a forecast of five-month a heads future situation of COVID-19 confirmed case, recovered and death case (Jan 3, 2021 to May 3, 2021) has been made. The results showed that in the coming five months from Jan 3, 2020 to May 3, 2021, the number of COVID-19 confirmed, recovered and deaths cases in Ethiopia may reach up to 320,597; 168,912 and 4438, respectively. Generally, the size of the coronavirus distribution was increased from time to time in the past ten months, until 3rd Jan, 2021, and it is expected to continue quicker than before for the coming 5-months, until the end of May, 2021, in Ethiopia and more rapidly than before while the peak will remain unknown yet. Therefore, effective implementation of the preventive measures and a rigorous compliance by avoiding negligence with the rules such as prohibiting public gatherings, travel restrictions, personal protection measures, and social distancing may improve the spreading rates of the virus. Further, through updating more new data with a continuous reconsideration of predictive model provide useful and more precise prediction https://www.Ajol.Info/index.php/eajbcs/article/view/221382COVID-19 Cases; Days; Autoregressive Integrated Moving Average |
| spellingShingle | Birhanu Betela Warssamo Analysing COVID-19 Verified, Recuperate and Death Cases in Ethiopia Using ARIMA Models East African Journal of Biophysical and Computational Sciences COVID-19 Cases; Days; Autoregressive Integrated Moving Average |
| title | Analysing COVID-19 Verified, Recuperate and Death Cases in Ethiopia Using ARIMA Models |
| title_full | Analysing COVID-19 Verified, Recuperate and Death Cases in Ethiopia Using ARIMA Models |
| title_fullStr | Analysing COVID-19 Verified, Recuperate and Death Cases in Ethiopia Using ARIMA Models |
| title_full_unstemmed | Analysing COVID-19 Verified, Recuperate and Death Cases in Ethiopia Using ARIMA Models |
| title_short | Analysing COVID-19 Verified, Recuperate and Death Cases in Ethiopia Using ARIMA Models |
| title_sort | analysing covid 19 verified recuperate and death cases in ethiopia using arima models |
| topic | COVID-19 Cases; Days; Autoregressive Integrated Moving Average |
| url | https://www.Ajol.Info/index.php/eajbcs/article/view/221382 |
| work_keys_str_mv | AT birhanubetelawarssamo analysingcovid19verifiedrecuperateanddeathcasesinethiopiausingarimamodels |