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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
Sun Dec 10 2017
Journal Name
Al-academy
Technical Variation in Scientific Model
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The present study tackles the scientific model and the mechanisms of operating in the formation of the image of the artistic work to create a scene that cares for the aesthetic decoration through raw and techniques and employing them to express the aesthetic values that care for what is not familiar and deviation from the familiar in the visual exhibition and the care for the employment of the technical abilities, lighting, and sound as well as the employment of multiple materials. The research presents the objectives of his study in the exhibition hall of Natural History Museum (University of Baghdad) to create an aesthetic and expressive state at the same time. Then, in the theoretical framework the researcher traces the experiments of

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Publication Date
Fri Jan 01 2021
Journal Name
Route Educational And Social Science Journal
CONSONANT CLUSTER IN KURDISH LANGUAGE
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Publication Date
Wed Dec 30 2015
Journal Name
College Of Islamic Sciences
Jewish activity in Libya 1911 - 1951
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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.

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Publication Date
Sat Apr 01 2017
Journal Name
Al–bahith Al–a'alami
Privacy Violation in Social Media Sites
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Technological superiority of the means of communication and media has allowed these methods to dominate and are replaced by alternative positon of traditional media. The internet with its advantages and benefits benefited in various areas of life, especially media and achieve what no previous technology could achieve and any technology what comes after it can't be isolated from the internet. Today, the internet is the cornerstone of communication and connection in the world and the most important means of public and personal communication at the same time. The interactive feature of the internet and the cancelation of space and time restrictions create a new media that allowed everyone to express what they wanted freely. The internet app

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Publication Date
Sun Feb 10 2019
Journal Name
Journal Of The College Of Education For Women
Social Satire in Harold Pinter’s Celebration
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Harold Pinter was one of the most important dramatists in the modern and the
contemporary age. Pinter presented his own dramatic realm in which he turns the theatre into
a moral institution. He employed the elements of several schools of drama and manipulated
them in order to deliver his ethical messages emphasizing the necessity to regain and renew
the world's morality in order to face the political and social injustices committed against
humanity. His writings developed over more than fifty years in style, techniques and his
interests. However, his main concern was his social and political satire.

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Publication Date
Mon Jan 01 2018
Journal Name
Journal Of The College Of Languages (jcl)
Self-discovery in Paulo Coelho’s Aleph
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There is no doubt that complexities and ambiguities exist in the human minds. The need to unravel and solve those mysteries and the foggy actualities of life’s existence has been one of Paulo Coelho’s (1947-present) biggest concern. In almost all his novels, Coelho shows how people should dig deep into the mysteries of life in order to find a true understanding to their existence. In doing so, a true kind of enlightenment and purification is reached and the quest for self-discovery or self-realization is attained.

    The paper tackles one of Paulo Coelho’s novels Aleph (2011) which is considered as an autobiographical reading to signify the connection between himself and God. It was a phase

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Publication Date
Mon Feb 03 2020
Journal Name
College Of Islamic Sciences
Rulings of magic  and its treatment in Islam
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Praise be to God, Lord of the worlds, and the best of prayers. He has completed the delivery of our master Muhammad, his family, and all his companions. O God, bring us out from the darkness of illusion, honor us with the light of understanding, open us with knowledge of knowledge, facilitate our morals with dreams, and make us who listen to the saying and follow their best.
And after ..

Since ancient times, magic was mentioned in many books in the history of the civilizations of ancient peoples, where the first emergence of human civilizations, the oldest of which is the Mesopotamian civilization, the Chinese civilization, and the Pharaonic civilization in Egypt, where concepts prevailed based on the charlatans and sorcery an

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Publication Date
Thu Jun 01 2017
Journal Name
Journal Of The College Of Languages (jcl)
Rache" in ausgewählten deutschen Dichtungen Eine interpretierende Studie
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Zusammenfassung

Die Rache ist also ein effizientes, ausgiebiges Thema, das man in der Dramatik, in der Lyrik und auch in der Epik als Theaterzuschauer oder als Leser voller Spannung verfolgt.

Wenn man solch ein Thema verfolgt, wird man stark beeinflusst. Der Leser bzw. Zuschauer bleibt nicht isoliert vom Geschehen und wird innerlich unweigerlich zur Äußerung seiner Meinung gedrängt, gleich ob er sich nun für oder gegen das Verhalten der Gestalten solch eines Werkes stellt. Im Zuge meiner Forschungsarbeit mit diesen auserwählten Werken, in der ich das Thema „Rache“ behandelt habe, bin ich zu dem Resultat gekommen, dass die rächende Person ein bitteres Ende nimmt und ein dunkles Schicksal hat, ind

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Publication Date
Mon Sep 30 2019
Journal Name
College Of Islamic Sciences
The provisions of the monkey in Islamic jurisprudence
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The provisions of the monkey in Islamic jurisprudence

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Publication Date
Thu Oct 30 2008
Journal Name
College Of Islamic Sciences
The rule of leading the boy in prayer
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God Almighty has imposed on us obligations and set limits on us, and among these obligations is the prayer, which is considered a pillar of Islam. And recently on the statement of its importance, and through extensive explanations, they elaborated on the statement of its pillars, its obligations, its Sunnahs, its rituals, and its bodies, and it is known that the imam in prayer is an important part of the parts of prayer. Whoever assumes this responsibility must be aware of these conditions, the most important of which is jurisprudence in religion, and there has been a disagreement between the jurists, especially the owners of the four schools of thought, about who is qualified to lead the imamate, and this is within many and wide details

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