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Robust Estimations for power Spectrum in ARMA(1,1) Model Simulation Study
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Simulation Study

 

Abstract :

Robust statistics Known as, Resistance to mistakes resulting of the deviation of Check hypotheses of statistical properties ( Adjacent Unbiased  , The Efficiency of data taken from a wide range of probability distributions follow a normal distribution or a mixture of other distributions with different standard deviations.

 power spectrum function lead to, President role in the analysis of Stationary random processes, organized according to time, may be discrete random variables or continuous. Measuring  its total capacity as frequency function.

Estimation methods Share with the concept of nonparametric in the absence of a model with clearly defined parameters (Free distribution) part with the distributed according to the Normal distribution, while the other part is unknown distribution, and thus it became the distribution of tainted its parameters is  unknown, so it can be considered the Robust Methods is the highest level in grades nonparametric methods which is will be based on the conversion calculable test to a Standard formula Conducted by the convergence operations.

The aim of the Search finding the best estimator of Power spectrum With the mixed ARMA (1,1) model for time series follow a Normal distribution. By Using Simulation experiments, on samples [n=50,100,150,200,250],and Different virtual values for و θ . It has been Showen  in tables 1,2,3 The Obvious difference between all the initial default values and generated values , Which may give results far from the real system results.

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Publication Date
Wed May 11 2022
Journal Name
Journal Of The College Of Law/al-nahrain University
التزام الملاك بنفقات صيانة الاجزاء المشتركة وأعبائها في الاسكان العمودي.
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The phenomenon of multi-class construction and landlords has increased in Iraq, and this is not justified except because of the change in the economic and social conditions in it, because like any social system interacts with what happens in society, whether it is positive or negative, and since the vertical housing system contains common parts and these parts need to Maintenance and preservation, and in order to continue to perform the construction and other parts in an effective and regular manner for a long period of time and with appropriate efficiency, it must be maintained, and maintenance is one of the most important and difficult problems facing the partners. It is recognized that it is not possible to understand these practical dif

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Publication Date
Tue Sep 19 2017
Journal Name
Al-academy
Peer Education Strategy and its Impact on the Development of Skill of Perspective Drawing
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       After the twenty – first century become  necessary for us motorcade era in educational a chevements by searching  for the best  strategies and teaching methods and  techniques  artotalbagesh  resorting to the strategy

Did not use in use in the teaching of the foreseeable  material  general by voice and teaching  perspective  for the student of the class fourth science

In particular ,so the researcher asking the question follows:

Can the peer education strategy to have an impact in perspective drawing skill development ?

   From here it demonstrated the importance of current research know the impact of  p

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Publication Date
Sun Apr 01 2018
Journal Name
Al–bahith Al–a'alami
Addressing the Palestinian Cause by Talk shows of Russia Today and Alhurra June 2014- May 2015
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The purpose of this analytical study is to showcase how Russia Today and U.S Alhurra channels addressed the Palestinian Cause between the periods of mid-2014 and mid-2015. In addition, the study aims to highlight the “significance levels” of the Palestinian Cause in both channels.
The study is based on a rigorous survey methodology adopted by the researcher and based on the content analysis of Russia Today’s “Panorama” talk show and Alhurra’s “Free Hour show”.
First level examination included the content analysis of 398 talk show episodes broadcasted by both channels during the period through which the study was conducted.
Second level examination featured a detailed analysis of 38 episodes covering Palestinian A

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Publication Date
Mon Dec 26 2022
Journal Name
Arab Science Heritage Journal
الجوانب النفسية في تفسير الأمثل للشيخ الشيرازي ) آيات التحدي إنموذجاً(
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The wisdom of the Creator ensures the call of every prophet with a miracle that would be something beyond what is familiar from the customs.the prophet Mohammad (pbuh)whose miracle was the Qur’an in a clear Arabic tongue

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Publication Date
Sat May 17 2025
Journal Name
سفير برس
استثمار الذكاء الاصطناعي في تحليل البيانات الضخمة داخل المؤسسات العلمية
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تناول المقال موضوع استثمار الذكاء الاصطناعي في تحليل البيانات الضخمة داخل المؤسسات العلمية، وركز على توضيح أهمية هذا التكامل في تعزيز الأداء الأكاديمي والبحثي. استعرضت المقالة تعريفات كل من الذكاء الاصطناعي والبيانات الضخمة، وأنواع البيانات داخل المؤسسات العلمية، ثم بينت أبرز التطبيقات العملية مثل التنبؤ بأداء الطلبة، والإرشاد الذكي، وتحليل سلوك المستخدمين، والفهرسة التلقائية. كما ناقشت المقالة التحدي

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Publication Date
Wed Sep 01 2010
Journal Name
Journal Of Economics And Administrative Sciences
تحديد وقت الصيانه الوقائية الامثل في شركة الهلال الصناعية المحدوده
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The main target of this paper is to determine the optimum time for preventive maintenance on machines. Tow methods has been implemented estimating the optimum time duration for preventive maintenance . the first techniques use scheduling depending on data concerning the machine maintenance cost and halted cost from the production reach to the optimum time for maintenance which reflect the minimum cost. Where as the second techniques depends on reability function to estimate the optimum duration time which reflect the minimum cost. The tow techniques above by which we count on in fixing the preventive maintenance both give same result . we also prove that the scheduling method best than the reability function .

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Publication Date
Thu Jan 01 2015
Journal Name
الاستاذ
شعر المرأة في الأغاني لأبي فرج الأصفهاني(العصر العباسي أنموذجًا)
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Publication Date
Sun Jan 01 2012
Journal Name
جامعة كربلاء
الوصف الشكليائي والتركيب النسجي لغدة المعثكلة في الوزغة خشنة الحراشف
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Publication Date
Wed Jan 03 2018
Journal Name
الاستاذ
نقد الطاهر بن عاشور للاراء التفسيرية في مجال علوم القران
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في نقده للآراء التفسيرية في مجال علوم القرآن، ركز الطاهر بن عاشور، العالم التونسي المعروف، على تحليل وتقييم المناهج والمنهجيات المستخدمة في التفسير. استند بن عاشور في نقده إلى المنهج العلمي والمنطقي، مطالبًا بتطبيقه في فهم وتفسير القرآن الكريم. أبرز بن عاشور أهمية استخدام العلوم الإنسانية والاجتماعية في الفهم الصحيح للقرآن، مع التأكيد على الأسس اللغوية والتاريخية للتفسير. كما أكد على ضرورة اتباع منهج الاع

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Publication Date
Sun Dec 02 2018
Journal Name
Arab Science Heritage Journal
الفكر الفكر التربوي في طروحات الامام جعفر الصادق (عليه السلام)
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Find spins educational thought in the arguments of Imam Jafar Sadiq ( peace be upon him ), which is a valid approach to every age and generation , a fact the Lord's suitable for all ages, and a natural extension of the message the sky . Here was a project of Imam Sadiq ( peace be upon him ) for the breeding of individuals and the Islamic nation in general, so it was launched search to explain features of this educational thought when Imam Jafar Sadiq ( peace be upon him )

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