Using multinomial logistic regression model to study factors that affect chest pain
Other Title(s)
استخدام نموذج الانحدار اللوجستي المتعدد الحدود لدراسة العوامل المؤثرة في آلام الصدر
Joint Authors
Abd Allah, Huzan Taha
Umar, Zayyan Muhammad
Salih, Samira Muhammad
Source
Tikrit Journal of Administration and Economics Sciences
Issue
Vol. 17, Issue 53، ج. 2 (31 Mar. 2021), pp.534-555, 22 p.
Publisher
Tikrit University College of Administration and Economic
Publication Date
2021-03-31
Country of Publication
Iraq
No. of Pages
22
Main Subjects
Topics
Abstract EN
In this work Logistic Regression model was utilized which is one of the significant techniques for categorical data analysis, the purpose of this study to distinguish a use of Multinomial Logistic Regression method when model arrangements one (nominal/ordinal) response variable that has multiple classifications, regardless of whether nominal or ordinal variable.
This method has been applied in medical area and for application the data for heart disease was taken, the data that contains nine variables such as (Chest Pain, Age, Sex, Cholesterol, Fasting Blood Sugar, Thalac "Maximum Heart Rate", Exercise, Oldpeak "ST Segment Depression induced by Exercise relative to rest" and Blood Pressure).
Where the Chest Pain is the Response variable and the eight other variables are explanatory variables, after analyzing the data we conclude that there are many significant variables in each reference categories in the model, specifically (Thalac "Maximum Heart Rate" and Exercise) were significant in each different categories in the Multinomial Logistic Regression Model.
American Psychological Association (APA)
Salih, Samira Muhammad& Abd Allah, Huzan Taha& Umar, Zayyan Muhammad. 2021. Using multinomial logistic regression model to study factors that affect chest pain. Tikrit Journal of Administration and Economics Sciences،Vol. 17, no. 53، ج. 2, pp.534-555.
https://search.emarefa.net/detail/BIM-1266680
Modern Language Association (MLA)
Salih, Samira Muhammad…[et al.]. Using multinomial logistic regression model to study factors that affect chest pain. Tikrit Journal of Administration and Economics Sciences Vol. 17, no. 53, ج. 2 (2021), pp.534-555.
https://search.emarefa.net/detail/BIM-1266680
American Medical Association (AMA)
Salih, Samira Muhammad& Abd Allah, Huzan Taha& Umar, Zayyan Muhammad. Using multinomial logistic regression model to study factors that affect chest pain. Tikrit Journal of Administration and Economics Sciences. 2021. Vol. 17, no. 53، ج. 2, pp.534-555.
https://search.emarefa.net/detail/BIM-1266680
Data Type
Journal Articles
Language
English
Notes
-
Record ID
BIM-1266680