Bayesian Tobit Single Index Model
| المصدر: | مجلة القادسية للعلوم الإدارية والاقتصادية |
|---|---|
| الناشر: | جامعة القادسية - كلية الادارة والاقتصاد |
| المؤلف الرئيسي: | Alshaybawee, Taha (Author) |
| مؤلفين آخرين: | Al-Shareefi, Ahlam Noor Mohammed (Co-Author) |
| المجلد/العدد: | مج26, ع2 |
| محكمة: | نعم |
| الدولة: |
العراق |
| التاريخ الميلادي: |
2024
|
| الصفحات: | 1 - 12 |
| ISSN: |
1816-9171 |
| رقم MD: | 1526468 |
| نوع المحتوى: | بحوث ومقالات |
| اللغة: | الإنجليزية |
| قواعد المعلومات: | EcoLink |
| مواضيع: | |
| كلمات المؤلف المفتاحية: |
Bayesian Inference | Gaussian Process Distribution | Tobit Regression | Markov Chain Monte Carlo Methods | Variable Selection
|
| رابط المحتوى: |
الناشر لهذه المادة لم يسمح بإتاحتها. |
| المستخلص: |
Single index model (SIMo) has become one of the most important semiparametric to overcome the dimensionality problem. This model work on summarizes the effects of the independent variables within a single variable and refers to them as the index. In this paper, the Bayesian hierarchical model is constructed to estimate the parameters and the unknown nonparametric function for the single index when the response variable is censored. In addition, to get a head start on finding the unknown nonparametric link function, we assume it follows the Gaussian process distribution. The Laplace distribution will be used as a prior distribution for the coefficient vector β when variables are being selected. The performance of the suggested technique is evaluated by applying it to simulation examples and actual data. |
|---|---|
| ISSN: |
1816-9171 |
عناصر مشابهة
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Bayesian Variable Selection for Single Index Model
بواسطة: Alshaybawee, Taha Hussain Ali منشور: (2023) -
Single Index Model with Ordinal Data
بواسطة: Alshaybawee, Taha منشور: (2024) -
Bayesian Estimation for Single Index Quantile Regression with Normal Scale Mixture
بواسطة: Alshaybawee, Taha Hussein منشور: (2019) -
New Bayesian Variable Selection for Binary Quantile Regression
بواسطة: Alshaybawee, Taha Hussein منشور: (2023) -
Bayesian Variable Selection in Tobit Quantile Regression
بواسطة: Alhusseini, Fadel Hamid Hadi منشور: (2024)
