A seemingly uncorrelated regression (SUR) model is a special case of multivariate models, in which the error terms in these equations are contemporaneously related. The method estimator (GLS) is efficient because it takes into account the covariance structure of errors, but it is also very sensitive to outliers. The robust SUR estimator can dealing outliers. We propose two robust methods for calculating the estimator, which are (S-Estimations, and FastSUR). We find that it significantly improved the quality of SUR model estimates. In addition, the results gave the FastSUR method superiority over the S method in dealing with outliers contained in the data set, as it has lower (MSE and RMSE) and higher (R-Squared and R-Square Adjusted) values.
The modern and contemporary history of Libya has attracted the attention of researchers during the nineties of the last century and beyond.
The subject of ((Jewish activity in Libya 1911 AD - 1951 AD)), and the nature of follow - up economic and social activities and political participation has remained poor in terms of study and follow - up, because of the scarcity of sources, especially documentary ones. The research will reveal within its axes the most important of these activities.
مشكلة البحث وآهميته :
تعد مرحلة ما قبل المدرسة من المراحل شديدة الأهمية في نمو الأطفال في هذه المرحلة تمتد رغبة الطفل في التعرف على العالم المحيط به ثم تتطور أنشطته لتصبح أكثر عمقا وأتساعا فتتضمن البيئة البعيدة عنه ، هذا فضلا على أن 50% من التنمية الذهنية للطفل تتشكل في السنوات الأربع الأولى من العمر وأن القراءة هي إحدى المكونات الأساسية التي تعززهذا الجانب من التنمية .
( أبو
... Show MoreThethesis of theresearch is to deal with relations between Russia and Yemen after 2011.That relationwas significant in different fields, historic, economic, strategic and cultural ones. There are mutual interestsbetweenRussia and Yemen, especially with the economic development and growth in Russia as an important partner to Yemen.Their has to an a great deal of progress in different types of relations, where as they were only partner in military relations. The studywasclassifiedintoto three sections: the first section dealt with strategic importance of Yemen to Russia. And second section dealt withthe military factor between Russia and Yemen. While the third section dealt with the economic factor between Russia and Yemen. In addi
... Show More
Those human societies, which based on pluralism and cultural diversity, can be handled with completely consciously، when converting the contradiction to integration and the collision to coexistence and the transition from intolerance to tolerance. This diversity in communities make individuals differ acconding to the following:
1- The requirements of human nature.
What linguists mentioned about the infinitive and its use in the linguistic levels of speech, whether with its verb, or what was mentioned in the difference between the infinitive and the noun of the source, are matters that are related to the phenomenon of hearing in speech, a need necessitated by the nature of the linguistic law
The Feedback Concept has been spread as an organized trend for scientific research since it has a significant importance for human behavior and how it has been directed and controlled by the individual, feedback has numerous definitions but the simplest definition is; feedback is the information received by the individual from the output of his behavior, In addition to the mutual relationship between the individual and the stimulation that provide him with the basic information by the biological control of his behavior, Since feedback cannot be accomplished without receiving information from the inner and outer environment, the biological and physiological information become the ma
... Show Moreيعد الرثاء أساساً من أسس الموروث الشعري العربي، وهو باب من أبواب الشعر الرئيسة. وقد وجد الإنسان فيه بغيته في التعبير عن مكنون نفسه ساعة تكتظ بالألم، ومنفذاً يخرج منه لواعجه وأشجانه إلى الخارج في شكل تعبيري يحرر الدمعة، ويعاتب الموت. والرثاء غرض متطور ينمو مع نمو المجتمع والحياة ويسجل التغيير الذي يحصل في كل مرحلة من مراحل التاريخ، وهو نتيجة مهمة من نتائج اصطدام الشاعر بالحياة والأحداث. لهذا وقع اختياري على شع
... Show MoreThe problem of poverty and deprivation constitute a humanitarian tragedy and its continuation may threaten the political achievements reached by the State. Iraq, in particular, and although he is one of the very rich countries due to availability of huge economic wealth, poverty indicators are still high. In addition, the main factor in the decline in the standard of living due to the weakness of the government's performance in the delivery of public services of water, electricity and sanitation. Thus, the guide for human development has been addressed which express the achievements that the state can be achieved both on a physical level or on the human level, so in order to put appropriate strategies and policies aimed at elimin
... Show More
يعد الالف الأول قبل الميلاد هو عهد ازدهار عظيم للعصر الأشوري الحديث إذ يمتد هذا التاريخ من بداية حكم آدد نراري الثاني عام 911 قبل الميلاد وحتى نهاية حكم الاشوريين السياسي عام 612 قبل الميلاد عندما سقطت نينوى على ايدي المقاتلين الميديين والكلدانيين الذين تحالفوا ضد الاشوريين،و وصل الأشوريون في هذا العهد قمة مجدهم في جميع النواحي العسكرية والسياسية حتى أن سلطتهم وصلت الى معظم انحاء
... Show MoreThe research presents a case study of collecting materials and raw materials in a visual space that allows them to form a perception and meanings that inform the recipient by reconstructing them and inserting them into the surface of the artistic work and in such a way that the aesthetic act consists of a variety of media, touches and surfaces. The overlap of races within an environment characterized by unity. That is why the researcher in chapter one presented the problem of research, and the focus was on studying the multiplicity of materials and their aesthetic and functional role in the structure of creative work. The aim of the research is enhanced to identify the aesthetic performance function of the multiplicity of ores in the col
... Show More