IJISCS (International Journal Of Information System and Computer Science)
Vol 6, No 3 (2022): IJISCS (International Journal of Information System and Computer Science)

DISEASE PREDICTION FROM COVID-19 MEDICAL DATA USING DATA MINING ALGORITHM

Nafis Md Zawad (American International University-Bangladesh)



Article Info

Publish Date
17 Dec 2022

Abstract

The study was designed to introduce a technique for disease prediction by using a data mining algorithm. Here in this paper, a significant discussion has been made on the Novel Corona Virus and the creation of a model for disease prediction. The novel Coronavirus (COVID-19) pandemic has created chaos in the world. People from both developed and developing countries are facing many death tolls due to insufficient ways to prevent COVID-19. It is observed that the environment requires a quick and effective way to control the spread of COVID-19 across the globe. The use of non-clinical methods like data mining techniques can be an effective way to combat the spreading of Covid-19. To minimize the immense pressure on the healthcare system, improved ways of patients’ detection and diagnosis of the nature of the Covid-19 pandemic need to be ensured. In this study, an epidemiological dataset, and data mining models were applied for forecasting the extent of Covid-19 patients. To construct the models, the decision tree and logistic regression were used. Besides, a random forest algorithm was applied to the dataset by using ‘Python Programming Language’. The results reveal that the model created with a ‘Random Forest Data Mining Algorithm’ is more effective in predicting the likelihood of Covid virus-infected patients with the correctness (accuracy) of up to eighty percent (80%).

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Journal Info

Abbrev

ijiscs

Publisher

Subject

Computer Science & IT

Description

The International Journal Information System and Computer Science (IJISCS) is a publication for researchers and developers to share ideas and results of software engineering and technologies. These journal publish some types of papers such as research papers reporting original research results, ...