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Mining categorical Covid-19 data using chi-square and logistic regression algorithms.

Authors :
Alrubaie, Asmaa Hasan
Abdulhassan, Alia Karim
Abdul-Jabbar, Safa Sami
Muhammad, Asmaa Abdullah
Hammami, Duaa Jaffer Al
Source :
AIP Conference Proceedings. 2023, Vol. 2591 Issue 1, p1-10. 10p.
Publication Year :
2023

Abstract

This paper provide a general overview on different kinds of mining categorical covid-19 data Using Chi-Square and Logistic Regression Algorithms. Our study methodology are categorized into three steps, the first one is data preprocessing & feature extraction approaches, the second is feature selection by using chi-square approach,and finally classification by using Logistic Regression Algorithm approaches. Some techniques are illustrated in details while the others with general explanation. In this research we used two datasets (dataset1 & dataset2) in order to test and train our program. The final result after applying chi-square and logistic regression algorihm to the aforementioned data set , the category of each input case will be determines by the likelihood of belonging to one of the two categories in the data set. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0094243X
Volume :
2591
Issue :
1
Database :
Academic Search Index
Journal :
AIP Conference Proceedings
Publication Type :
Conference
Accession number :
162753225
Full Text :
https://doi.org/10.1063/5.0120520