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bsj-4155
A Semi-Supervised Machine Learning Approach Using K-Means Algorithm to Prevent Burst Header Packet Flooding Attack in Optical Burst Switching Network
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Optical burst switching (OBS) network is a new generation optical communication technology. In an OBS network, an edge node first sends a control packet, called burst header packet (BHP) which reserves the necessary resources for the upcoming data burst (DB). Once the reservation is complete, the DB starts travelling to its destination through the reserved path. A notable attack on OBS network is BHP flooding attack where an edge node sends BHPs to reserve resources, but never actually sends the associated DB. As a result the reserved resources are wasted and when this happen in sufficiently large scale, a denial of service (DoS) may take place. In this study, we propose a semi-supervised machine learning approach using k-means algorithm, to detect malicious nodes in an OBS network. The proposed semi-supervised model was trained and validated with small amount data from a selected dataset. Experiments show that the model can classify the nodes into either behaving or not-behaving classes with 90% accuracy when trained with just 20% of data. When the nodes are classified into behaving, not-behaving and potentially not-behaving classes, the model shows 65.15% and 71.84% accuracy if trained with 20% and 30% of data respectively. Comparison with some notable works revealed that the proposed model outperforms them in many respects.

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Publication Date
Thu Jan 10 2019
Journal Name
Journal Of The College Of Education For Women
The Contextual Indication of admonition in the Holy Quran
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Context has occupied a distinguished place as far as the understanding of the texts and deducting the rules from them or analyzing them. The context was considered as one of the important presumptions as far arriving at the desired meanings is concerned. The word is worthless and the meaning is not known unless we know the context in which it came. The context in its two types the lingual and non-lingual types. It is the best for knowing the intended meaning of the Quranic verses to know the real meaning.  

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Publication Date
Sat Sep 30 2017
Journal Name
College Of Islamic Sciences
Women and Symbol In the stories of Mowaffaq Khadr
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The world of Muwaffaq Khidr Al-Qasasi has a clear and realistic orientation. This trend is in full harmony with his philosophy and vision of life and things. Through self-awareness is nothing but an expression of an imbalance in the interaction between self and reality, and it remains lacking in credibility.

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Publication Date
Thu Jun 09 2022
Journal Name
مجلة كلية الاداب جامعة بغداد
Khadija Al-Hadith and her scientific role in Iraq
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Khadija Al-Hadithi was known for her love of the Arabic language. She was a distinguished and serious phenomenon in Arabic science and culture. She was born in Basra Governorate, one of the ancient and important cities in the history of Arabic grammar and one of the centers of the intellectual and scientific movement. The Basra Grammar School emerged there and made numerous achievements in the field of Arabic linguistics that remain an important source for students of the specialty.

Publication Date
Sun Sep 30 2012
Journal Name
College Of Islamic Sciences
The benefits of striking proverbs in the Holy Quran
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The researcher dealt with the importance of striking proverbs in the Holy Qur’an and their uses and benefits in Islamic education and ethics and between the types of proverbs, so it emerged through the study the following things that the proverbs are of three types: authorized, latent, and transmitted, and it has been shown through the current study that the proverb has conditions that the proverb is not valid except There are five: (realism, clarity, environmental, meaning injury, and good pronunciation). If the example violates these conditions, it is not an example. This study showed that proverbs have a prominent role in persuasion, argument, statement, education, clarity, approximation, education, refinement, correct belief, etc.

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Publication Date
Tue Oct 04 2022
Journal Name
College Of Islamic Sciences
The aesthetics of metaphor sent in Nahj al-Balaghah
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Abstract

       The main goal of this study is to showcase the aesthetic values contained in Nahj Al-Balagha by exploring its wide horizons and enriching the subject of rhetoric with new forms and images that did not exist in other books, as they characterized no other book but Nahj Al-Balagha. Imam Ali mastered the use of rhetorical forms in his speech to the fullest extent that such forms raced to his thought one after the other to book their place amongst the topics of religious and earthly life. One of those rhetoric forms is synecdoche, in its various parts. Due to this form great importance and high status, it was used by the Imam at many

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Publication Date
Tue Mar 31 2020
Journal Name
College Of Islamic Sciences
Remorse in the poetry of the Dick gins hums
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      Regret is a feeling that affects a person when he does something, realizing that his present situation would be better if he did not commit this act, or behaved differently in the past. It is also a look back. It makes a person feel dissatisfied, and hopes if he can change In the past, this research deals with the remorse of the hair of Dick Homs al-Jinn, who killed his sweetheart and his wife (Ward), after an alleged treason without being confirmed, and when he found out the truth he regretted killing her all his life. His poetry is studied carefully, and he has not received the attention of scholars like other poets of his time; and his unwillingness to keep up with

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Publication Date
Fri Oct 11 2019
Journal Name
Journal Of The College Of Education For Women
The Mythical Reference in the Poetry of Nabil Yassin
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The Mythical Reference in the Poetry of Nabil Yassin

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Publication Date
Sun Dec 31 2017
Journal Name
College Of Islamic Sciences
Salah Al-Abad In stating the purposes of belief
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Worshipersrighteousness in declaration of purposes of belief

Laith Salman Dawood

Iraqi Sunni Affairs/Department of Religious and Charity Institutions

Abstract

Praise is to God and Prayers and peace is upon the Messenger of Allah and his family and companions and then:

The research here presents to the question of standing on the purpose of belief and its importance, which corresponds to going into the purposes of the Sharia acts and Worship, which are no less important and perhaps the most important. The health of belief is the only way to correct work and worship. The research first dealt with the definition of the doctrine and its pil

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Publication Date
Wed Dec 07 2011
Journal Name
Journal Of Planner And Development
centralization and decentralization in Iraq and its future prospects
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Centralization and decentralization, planning and development, and community participation in the management of its affairs and to activate all the abilities that multiple methods aimed at creating the proper environment for the growth and development of society in the place where he lives. As long as the overall trend in Iraq, represented by the Permanent Constitution of decentralization to regions and provinces, the solutions to the obstacles that may face this transition in some respects presents ways of coordination and integration between multiple levels of planning which can be exercised by the schematic in the future the organization. In this paper some of the visions and ideas that can  contribute to the organization

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Publication Date
Wed Jun 03 2020
Journal Name
Political Sciences Journal
The debate of democracy in the contemporary political thought
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  This Study is Concerned with  (the debate of democracy in the modern islamic political  thought ) which discovers the  attitudes and this trend of thought  so-called democracy . Therefore this study is divided   into   three  sections : the first section is concerned with  the  democracy in extremist  Islamic speech, the second section tackles appropriation of democracy in moderate Islamic  speech , while the third section is concerned with  the democracy in Aistighrabi Islamic speech  . Finally the conclusion sums up the findings of the study

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