Bayesian Estimation and Variable Selection for Binary Semiparametric Model
| المصدر: | مجلة القادسية للعلوم الإدارية والاقتصادية |
|---|---|
| الناشر: | جامعة القادسية - كلية الادارة والاقتصاد |
| المؤلف الرئيسي: | Motar, Anaam Jameel (Author) |
| مؤلفين آخرين: | Alshaybawee, Taha Hussein (Co-Author) |
| المجلد/العدد: | مج25, ع4 |
| محكمة: | نعم |
| الدولة: |
العراق |
| التاريخ الميلادي: |
2023
|
| الصفحات: | 106 - 117 |
| ISSN: |
1816-9171 |
| رقم MD: | 1526623 |
| نوع المحتوى: | بحوث ومقالات |
| اللغة: | الإنجليزية |
| قواعد المعلومات: | EcoLink |
| مواضيع: | |
| كلمات المؤلف المفتاحية: |
Binary Analysis | Bayesian Inference | Semi-Parametric Model | Laplace Distribution | Variable Selection
|
| رابط المحتوى: |
الناشر لهذه المادة لم يسمح بإتاحتها. |
| LEADER | 02116nam a22002297a 4500 | ||
|---|---|---|---|
| 001 | 2269856 | ||
| 041 | |a eng | ||
| 044 | |b العراق | ||
| 100 | |9 809842 |a Motar, Anaam Jameel |e Author | ||
| 245 | |a Bayesian Estimation and Variable Selection for Binary Semiparametric Model | ||
| 260 | |b جامعة القادسية - كلية الادارة والاقتصاد |c 2023 | ||
| 300 | |a 106 - 117 | ||
| 336 | |a بحوث ومقالات |b Article | ||
| 520 | |b In this research, a Bayesian hierarchical model was used to select and estimate variables. In the context of binary regression, existing approaches to variable selection in the context of binary classification are proposed. The proposed method is that the Laplace probability of the regression parameters is proposed and estimated with a Bayesian Markov chain Monte Carlo. The conceptual result is that by doing so, the regression model is transferred from a Gaussian framework to a full Laplacian framework without sacrificing With a lot of computational efficiency. In addition, the Gibbs sampler is effective for the Parameter estimation of the proposed model and is superior to the Metropolis algorithm Which has been used in previous studies on Bayesian binary regression. Both simulation studies and real data analysis indicate that the proposed method performs well compared to other binary regression methods. | ||
| 653 | |a الانحدار الثنائي |a السياسة التعليمية |a النموذج البايزي الهرمي | ||
| 692 | |b Binary Analysis |b Bayesian Inference |b Semi-Parametric Model |b Laplace Distribution |b Variable Selection | ||
| 700 | |9 659502 |a Alshaybawee, Taha Hussein |e Co-Author | ||
| 773 | |4 الاقتصاد |4 إدارة الأعمال |6 Economics |6 Business |c 011 |e Al-Qadisiyah Journal for Administrative & Economic Sciences |f Maǧallaẗ al-qādisiyyaẗ li-l-ʻulūm al-idāriyyaẗ wa-al-iqtiṣādiyyaẗ |l 004 |m مج25, ع4 |o 0478 |s مجلة القادسية للعلوم الإدارية والاقتصادية |v 025 |x 1816-9171 | ||
| 856 | |u 0478-025-004-011.pdf | ||
| 930 | |d n |p y |q n | ||
| 995 | |a EcoLink | ||
| 999 | |c 1526623 |d 1526623 | ||
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