journal article·2021Open access

Impact Assessment of COVID-19 Pandemic Through Machine Learning Models

Fawaz Jaber Alsolami, Abdullah Saad Al-Malaise ALGhamdi, Asif Irshad Khan, Yoosef B. Abushark, Abdulmohsen Almalawi, Farrukh Saleem, Alka Agrawal, Rajeev Kumar, Raees Ahmad Khan

Computers, Materials & Continua· Volume 68· Issue 3

Abstract

Ever since its outbreak in the Wuhan city of China, COVID-19 pandemic has engulfed more than 211 countries in the world, leaving a trail of unprecedented fatalities. Even more debilitating than the infection itself, were the restrictions like lockdowns and quarantine measures taken to contain the spread of Coronavirus. Such enforced alienation affected both the mental and social condition of people significantly. Social interactions and congregations are not only integral part of work life but also form the basis of human evolvement. However, COVID-19 brought all such communication to a grinding halt. Digital interactions have failed to enthuse the fervor that one enjoys in face-to-face meets. The pandemic has shoved the entire planet into an unstable state. The main focus and aim of the proposed study is to assess the impact of the pandemic on different aspects of the society in Saudi Arabia. To achieve this objective, the study analyzes two perspectives: the early approach, and the late approach of COVID-19 and the consequent effects on different aspects of the society. We used a Machine Learning based framework for the prediction of the impact of COVID-19 on the key aspects of society. Findings of this research study indicate that financial resources were the worst affected. Several countries are facing economic upheavals due to the pandemic and COVID-19 has had a considerable impact on the lives as well as the livelihoods of people. Yet the damage is not irretrievable and the world’s societies can emerge out of this setback through concerted efforts in all facets of life.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: COVID-19 epidemiological studies · COVID-19 impact on air quality · COVID-19 Pandemic Impacts

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (29)

Show source-provided references
1. COVID-19 outbreak: Migration, effects on society, global environment and prevention
2. COVID 19 Public Health Emergency of International Concern (PHEIC) Global Research and Innovation Forum · 2020
3. Coronavirus declared pandemic by world health organization
4. Elflein · COVID-19 Cases and Deaths Statistics by Country · 2020 · 1
5. COVID-19 and its impact on society
6. An interactive web-based dashboard to track COVID-19 in real time10.1016/S1473-3099(20)30120-1 ↗
7. Estimating the impact of COVID-19 pandemic on the research community in the Kingdom of Saudi Arabia10.32604/cmes.2021.014263 ↗
8. A fuzzy TOPSIS based analysis toward selection of effective security requirements engineering approach for trustworthy healthcare software development10.1186/s12911-020-01209-8 ↗
9. Application of new TOPSIS approach to identify the most significant risk factor and continuous monitoring of death of COVID-1910.29333/ejgm/7904 ↗
10. Decision support algorithm for selecting an antivirus mask over COVID-19 pandemic under spherical normal fuzzy environment
11. Application of a gray-based decision support framework for location selection of a temporary hospital during COVID-19 pandemic10.3390/sym12060886 ↗
12. Benchmarking methodology for selection of optimal COVID-19 diagnostic model based on entropy and TOPSIS methods10.1109/ACCESS.2020.2995597 ↗
13. Saudi Arabia Coronavirus Disease (COVID-19) Situation · 2021
14. Evaluating the impact of malware analysis techniques for securing web applications through a decision-making framework under fuzzy environment10.22266/ijies2020.1231.09 ↗
15. Saudi Arabia, pharmacists and COVID-19 pandemic10.1186/s40545-020-00243-1 ↗
16. Precautionary Measures to Prevent COVID-19 Infection Transmission, Interior Ministry Says · 2021
17. Trehan · Detecting COVID-19 using Deep Learning · 2020
18. The analytic hierarchy process
19. A GP-AHP method for solving group decision-making fuzzy AHP problems10.1016/S0305-0548(01)00068-5 ↗
20. Personnel selection using fuzzy MCDM algorithm10.1016/0377-2217(94)90119-8 ↗
21. A fuzzy AHP and BSC approach for evaluating performance of IT department in the manufacturing industry in Taiwan10.1016/j.eswa.2006.08.022 ↗
22. A fuzzy multi-objective covering-based security quantification model for mitigating risk of web based medical image processing system10.14569/IJACSA.2020.0110159 ↗
23. Ishizaka · Multi-Criteria Decision Analysis: Methods and Software · 201310.1002/9781118644898 ↗
24. Chen · Fuzzy Multiple Attribute Decision Making Methods · 199210.1007/978-3-642-46768-4 ↗
25. Methods for multiple attribute decision making10.1007/978-3-642-48318-9_3 ↗
26. Integrating fuzzy theory and hierarchy concepts to evaluate software quality10.1007/s11219-007-9035-2 ↗
27. Measuring security durability of software through fuzzy-based decision-making process10.2991/ijcis.d.190513.001 ↗
28. Contact tracing for the control of infectious disease epidemics: Chronic wasting disease in deer farms10.1016/j.epidem.2017.12.006 ↗
29. Time series forecasting of COVID-19 transmission in Canada using LSTM Networks10.1016/j.chaos.2020.109864 ↗