Using ridge regression to analysis the meteorological data in Sulaimani

العناوين الأخرى

استخدام انحدار الحرف لتحليل بيانات الأرصاد الجوية في السلمانية

المؤلف

Ahmad, Layla Aziz

المصدر

Iraqi Journal of Statistical Science

العدد

المجلد 17، العدد 32 (31 ديسمبر/كانون الأول 2020)، ص ص. 76-86، 11ص.

الناشر

جامعة الموصل كلية علوم الحاسبات و الرياضيات

تاريخ النشر

2020-12-31

دولة النشر

العراق

عدد الصفحات

11

التخصصات الرئيسية

الرياضيات

الملخص 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.

نمط استشهاد جمعية علماء النفس الأمريكية (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

نمط استشهاد الجمعية الأمريكية للغات الحديثة (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

نمط استشهاد الجمعية الطبية الأمريكية (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

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references : p. 85-86

رقم السجل

BIM-1335137