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Robust Estimation for Weibull Regression Model
| المصدر: | مجلة التجارة والتمويل |
|---|---|
| الناشر: | جامعة طنطا - كلية التجارة |
| المؤلف الرئيسي: | Abd El-Raoof, Zeinab M. (Author) |
| مؤلفين آخرين: | Elgohary, Mervat M. (Co-Author) , Yehia, Enas Gawdat (Co-Author) |
| المجلد/العدد: | ع3 |
| محكمة: | نعم |
| الدولة: |
مصر |
| التاريخ الميلادي: |
2022
|
| الشهر: | سبتمبر |
| الصفحات: | 63 - 84 |
| DOI: |
10.21608/caf.2022.263833 |
| ISSN: |
1110-4716 |
| رقم MD: | 1334104 |
| نوع المحتوى: | بحوث ومقالات |
| اللغة: | الإنجليزية |
| قواعد المعلومات: | EcoLink |
| مواضيع: | |
| كلمات المؤلف المفتاحية: |
Weibull Regression Model | Outliers | Robust Estimation | Mestimation | MM-Estimation
|
| رابط المحتوى: |
عدد مرات التحميل
7
| LEADER | 02198nam a22002537a 4500 | ||
|---|---|---|---|
| 001 | 2091370 | ||
| 024 | |3 10.21608/caf.2022.263833 | ||
| 041 | |a eng | ||
| 044 | |b مصر | ||
| 100 | |a Abd El-Raoof, Zeinab M. |e Author |9 707635 | ||
| 245 | |a Robust Estimation for Weibull Regression Model | ||
| 260 | |b جامعة طنطا - كلية التجارة |c 2022 |g سبتمبر | ||
| 300 | |a 63 - 84 | ||
| 336 | |a بحوث ومقالات |b Article | ||
| 520 | |b Weibull regression model is one of the most prevalently used parametric regression models. Estimation of the parameters of this model is affected by the presence of outliers. Outliers may be caused by actual rare events or by measurement, coding, or data entry errors, which cause a serious problem in parameter estimation. Therefore, robust estimation methods are used to overcome this problem since they are insensitive to perturbations. This paper discusses the efficiency of using two robust estimation methods, the M-estimation method and the MM-estimation method for estimating the parameters of Weibull regression model. Also, a Monte Carlo simulation study was conducted to compare the performance of robust M-estimation and MM-estimation methods with the maximum likelihood method for estimating the parameters of Weibull regression model in the presence of outliers. The simulation results showed that the robust MM-estimation method gives better performance than the maximum likelihood method and the M-estimation method. | ||
| 653 | |a علم الرياضيات |a المعادلات الرياضية |a نموذج انحدار وايبول |a علم الخوارزميات | ||
| 692 | |b Weibull Regression Model |b Outliers |b Robust Estimation |b Mestimation |b MM-Estimation | ||
| 700 | |a Elgohary, Mervat M. |e Co-Author |9 530362 | ||
| 700 | |a Yehia, Enas Gawdat |e Co-Author |9 688483 | ||
| 773 | |4 الاقتصاد |4 إدارة الأعمال |6 Business |6 Management |c 003 |f Al-Tiǧāraẗ wa Al-Tamwīl |l 003 |m ع3 |o 1025 |s مجلة التجارة والتمويل |t Journal of Trade and Financing |v 042 |x 1110-4716 | ||
| 856 | |u 1025-042-003-003.pdf |n https://caf.journals.ekb.eg/article_263833.html | ||
| 930 | |d y |p y |q n | ||
| 995 | |a EcoLink | ||
| 999 | |c 1334104 |d 1334104 | ||
عناصر مشابهة
-
Robust Estimation for Beta Regression Model in the Presence of Outliers: A Comparative Study
بواسطة: Abd El-Raoof, Zeinab M. منشور: (2023) -
Robust Estimation Methods of Exponentiated Inverted Weibull Distribution with Outliers
بواسطة: Hagag, Abd-El-Wahab E. منشور: (2022) -
COMPOUND ESTIMATORS FOR ROBUST REGRESSION
بواسطة: El Gohary, Mervat منشور: (2007) -
Comparative Estimation Methods for Exponentiated Weibull Distribution
بواسطة: El-Sayed, Salwa Abd El-Aty منشور: (2010) -
On the kernel estimation of the regression function
بواسطة: Samour, Mohammedd A. منشور: (2015)
