Using ridge regression to analysis the meteorological data in Sulaimani

Other Title(s)

استخدام انحدار الحرف لتحليل بيانات الأرصاد الجوية في السلمانية

Author

Ahmad, Layla Aziz

Source

Iraqi Journal of Statistical Science

Issue

Vol. 17, Issue 32 (31 Dec. 2020), pp.76-86, 11 p.

Publisher

University of Mosul College of Computer Science and Mathematics

Publication Date

2020-12-31

Country of Publication

Iraq

No. of Pages

11

Main Subjects

Mathematics

Abstract EN

Linear regression is one of the frequently used statistical methods that have applications in all field of daily life.

in a statistical perspective, the regression analysis is used for studying the relationship between a dependent variable and a set of independent variables.

the ridge regression is the most widely model in solving the multicolinearity problem, and it's an alternative to OLS.

multicollinearity is the most common problem in multiple regression models in which there exists a perfect relationship between two explanatory variables or more in the model.

in this study, ridge regression model was used to estimate linear regression model.

this result was compared with result obtained using ordinary least squares model in order to find the best regression model.

we have used meteorological data in this study.

the results showed that the ridge regression method can be used to resolve the multicollinearity problem, without deleting the independent correlated variables of the model and able to estimate parameters with lower standard error values.

American Psychological Association (APA)

Ahmad, Layla Aziz. 2020. Using ridge regression to analysis the meteorological data in Sulaimani. Iraqi Journal of Statistical Science،Vol. 17, no. 32, pp.76-86.
https://search.emarefa.net/detail/BIM-1335137

Modern Language Association (MLA)

Ahmad, Layla Aziz. Using ridge regression to analysis the meteorological data in Sulaimani. Iraqi Journal of Statistical Science Vol. 17, no. 32 (2020), pp.76-86.
https://search.emarefa.net/detail/BIM-1335137

American Medical Association (AMA)

Ahmad, Layla Aziz. Using ridge regression to analysis the meteorological data in Sulaimani. Iraqi Journal of Statistical Science. 2020. Vol. 17, no. 32, pp.76-86.
https://search.emarefa.net/detail/BIM-1335137

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references : p. 85-86

Record ID

BIM-1335137