Building an Efficient Model by Using Panel Data

Obaid M. Al-Zawbaee, Nozad H. Mahmood
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Abstract

The panel data models have gained great attention because they consider the effect of changing time series and the cross-sectional units. It has a higher number of degrees of freedom and is, therefore, more efficient.  Our research aims to build the most efficient model using panel data through comparison among six statistical models and to determine the most efficient model through the mean squares of error (RMSE) and the coefficient of determination (R2). Using the EViews-12 package to apply to two data sets to determine the most efficient model. The more critical findings are that the hypothesis assumed by the research states that the accuracy of the adopted models varies. Furthermore, it was found by building six types of panel data models that the best model is the (Two-way Fixed Effect Model) because it achieves the lowest value of (RMSE) and the largest value of R2.
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利用面板数据建立高效模型
面板数据模型由于考虑了变化时间序列和截面单位的影响而受到广泛关注。它有更多的自由度,因此效率更高。我们的研究目的是通过比较六种统计模型,利用面板数据构建最有效的模型,并通过误差均方(RMSE)和决定系数(R2)确定最有效的模型。使用EViews-12软件包应用于两个数据集,以确定最有效的模型。更重要的发现是,该研究的假设表明,所采用的模型的准确性各不相同。进一步,通过构建六种面板数据模型发现,(双向固定效应模型)模型达到的(RMSE)最小,R2最大,是最好的模型。
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استراتيجية تطبيق الذكاء الاصطناعي في مؤسسات الدولة التحكيم الالكتروني الدولي ومدى كفاية قواعد الاسناد في القانون المدني العراقي لتحديد القانون الواجب التطبيق على موضوعه وسير إجراءاته بەرپرسیاریەتی شارستانی دادنووس لە یاسای عیراقی امتناع الإدارة عن تنفيذ الأحكام القضائية په‌ره‌پێدانه‌ ناوخۆییەکان وکاریگەرییان لەسەر سەقامگیری تەناهی لە ئاسیای ناوەڕاست دوای ساڵی 2001
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