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bsj-7731
A Novel Gravity ‎Optimization Algorithm for Extractive Arabic Text Summarization
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An automatic text summarization system mimics how humans summarize by picking the most ‎significant sentences in a source text. However, the complexities of the Arabic language have become ‎challenging to obtain information quickly and effectively. The main disadvantage of the ‎traditional approaches is that they are strictly constrained (especially for the Arabic language) by the ‎accuracy of sentence feature ‎functions, weighting schemes, ‎and similarity calculations. On the other hand, the meta-heuristic search approaches have a feature that tolerates imprecision, gets ‎prohibited results, and is not strictly bound by the above ‎restrictions. This ‎paper used the Gravitational Optimization Algorithm (GOA), a powerful metaheuristic ‎approach ‎based on the law of ‎gravity, to address the challenge of extractive summarizing Arabic texts. The objective function of the GOA algorithm is derived based on sentence significance, such as its length, ‎similarity degree, position, statistical term frequency, and named entity ownership. Essex Arabic ‎Summaries Corpus (EASC) was used to evaluate the proposed method and measured by the Recall-Oriented Understudy for Gisting Evaluation (ROUGE). The proposed approach achieved 68.04% Recall, ‎‎58.49% Precision, and 60.05% F1-measure using ROUGE-1, higher than standard summarizers and metaheuristic approaches

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Publication Date
Tue Apr 01 2014
Journal Name
Journal Of Economics And Administrative Sciences
Financial markets liquidity and their impact in the return of common stocks
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    The research aimed to study the financial markets liquidity and returns of common stocks , Take the research  the theoretical concepts  associated with each of the liquidity of financial markets and returns of common stocks , As well as the use of mathematical methods in the practical side to measure market liquidity and Stocks  Return, the community of research in listed companies in Iraqi stock exchange that have been trading on its stock and number 85 joint-stock company, The research was based to one premise, there is a statistically significant effect for the liquidity of the Iraqi stock exchange on returns  of common stocks  to traded companies in which , Using th

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Publication Date
Wed Jun 22 2022
Journal Name
Arab Science Heritage Journal
جماليات المعنى التشبيهي في مواعظ الشيخ عبدالقادر الكيلاني
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AL Sheikh Abdul Qadir Al Gilani is one of the famous Mysticists (sufi). He was known in his literary eloquent and rhetoric speeches. These speeches was cover both the poetry and prose. Also it was in the fields of preaching, soliloquy and maqamat.

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Publication Date
Sun Feb 10 2019
Journal Name
Journal Of The College Of Education For Women
British Attitude towards American expansion in Caribbean
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This paper deals with the nations of British American Struggle in Caribbean. It
explains British Navy attitude of American expansion in Caribbean. Then continuation of
American expansion in the same place and Britain failure to limit it. This paper high lights the
beginning of acceptance between Britain's and United state, especially after British
submission to United States in Caribbean. Then we study the Anglo – American harmony and
the affection on the Anglo – American relation.
This paper concludes that American influences in Americans which is a truth.

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Publication Date
Sun Dec 02 2007
Journal Name
Political Sciences Journal
دور وزارة الخارجية الامريكية في عملية صنع القرار
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دور وزارة الخارجية الامريكية في عملية صنع القرار

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Publication Date
Wed Jul 01 2015
Journal Name
Al–bahith Al–a'alami
The Role of Communication Methods in Changing the Values of the Urban Family
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This article discusses the change of values in urban family, because of various communication media and modern technologies as one of the most important factors affecting the changing family values in urban areas, this means becoming part of urban life. And focuses on the family in urban areas, for the privacy of the social, economic, demographic and cultural help to this effect, and because cities are the most friction and interaction with modern technologies.

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Publication Date
Wed Feb 01 2006
Journal Name
Political Sciences Journal
اشكالية الطائفية السياسية في العراق بين الاستمرارية والانكفائية
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اشكالية الطائفية السياسية في العراق بين الاستمرارية والانكفائية

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Publication Date
Fri Dec 01 2023
Journal Name
Political Sciences Journal
State, Democracy, and Opposition in the Political Thought of Taliban
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Taliban has returned to the forefront since regaining control of Afghanistan in mid-August 2021, prompting the international community and researchers to speculate whether it has adopted a different political vision and ideology from its previous rule (1996-2001). The previous rule presented a distorted version of governance that lacked clear political and ideological foundations, characterized by impulsive and chaotic decisions, and the absence of a comprehensive theoretical and intellectual framework for governance.

Once again, Taliban returned to power on August 15, 2021, and took control of the country. This raised many questions about Taliban's return, the extent of its flexibility and adaptability that allowed the movement t

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Publication Date
Thu Jul 16 2020
Journal Name
مجلة حمورابي
انعكاسات تطور القوة المعلوماتية الامريكية في البيئة الداخلية
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The global globalization the world is experiencing has enabled international actors—states, international governmental and non-governmental organizations, such as liberation movements, international social movements, and even terrorist organizations—to use cyber power to achieve their goals. Therefore, this study discusses the impact of information power on the domestic environment of the United States.

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Publication Date
Sun Dec 02 2018
Journal Name
Arab Science Heritage Journal
عمارة عمارة القلاع وتخطيطها في العراق (دراسة مقارنة)
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This paper shed light on castles in Iraq through Othman reign to know their sorts , and studying planning concentrating on the nature of architecture , this is a serious trying to study and important  side of military architecture in Iraq with its reasons of building them which had related with political, military , social ,and economical circumstances of country . 

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Publication Date
Wed Jan 02 2008
Journal Name
Political Sciences Journal
الامن الجماعي في اسيا ... بقلم : لونيك فرو وار
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الامن الجماعي في اسيا .. بقلم : لونيك فرو وار

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