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Evaluating the Performance of Mixed Zero-Inflated Poisson Regression Models with Time-Dependent and Time-Independent Covariates
| المصدر: | المجلة العلمية لجامعة الملك فيصل - العلوم الأساسية والتطبيقية |
|---|---|
| الناشر: | جامعة الملك فيصل |
| المؤلف الرئيسي: | Alomair, Gadir (Author) |
| المجلد/العدد: | مج25, ع1 |
| محكمة: | نعم |
| الدولة: |
السعودية |
| التاريخ الميلادي: |
2024
|
| الصفحات: | 30 - 34 |
| ISSN: |
1658-0311 |
| رقم MD: | 1478278 |
| نوع المحتوى: | بحوث ومقالات |
| اللغة: | الإنجليزية |
| قواعد المعلومات: | science |
| مواضيع: | |
| كلمات المؤلف المفتاحية: |
Correlated Data | Count Data | Excess Zeros | Longitudinal | Mixed Models | Model Fit
|
| رابط المحتوى: |
| LEADER | 01868nam a22002177a 4500 | ||
|---|---|---|---|
| 001 | 2221828 | ||
| 041 | |a eng | ||
| 044 | |b السعودية | ||
| 100 | |9 784008 |a Alomair, Gadir |e Author | ||
| 245 | |a Evaluating the Performance of Mixed Zero-Inflated Poisson Regression Models with Time-Dependent and Time-Independent Covariates | ||
| 260 | |b جامعة الملك فيصل |c 2024 | ||
| 300 | |a 30 - 34 | ||
| 336 | |a بحوث ومقالات |b Article | ||
| 520 | |b One of the issues that researchers may encounter in count data is having many zeros. One of the solutions to model these data is using zero-inflated Poisson (ZIP) regression models. Recently, researchers have started to model longitudinal count data with time-dependent covariates. However, it has not been considered whether a model with time-dependent covariates provides a better fit than a model with time independent covariates. In this paper, the fit between a mixed ZIP model with time dependent covariates and a mixed ZIP model with time-independent covariates is compared using simulation. Using the deviance information criterion as a measure of fit, we found that the model with time-dependent covariates exhibits a better fit than the model with time-independent covariates. | ||
| 653 | |a علم الاحتمالات |a انحدار بواسون |a المتغيرات المستقلة | ||
| 692 | |b Correlated Data |b Count Data |b Excess Zeros |b Longitudinal |b Mixed Models |b Model Fit | ||
| 773 | |c 006 |e Scientific Journal of King Faisal University - Basic and Applied Sciences |f almajalat aleilmiat lijamieat almalik fysl. aleulum al'asasiat waltatbiqia |l 001 |m مج25, ع1 |o 0184 |s المجلة العلمية لجامعة الملك فيصل - العلوم الأساسية والتطبيقية |v 025 |x 1658-0311 | ||
| 856 | |u 0184-025-001-006.pdf | ||
| 930 | |d y |p y |q n | ||
| 995 | |a science | ||
| 999 | |c 1478278 |d 1478278 | ||
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