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Article
Modified Bees Swarm Optimization Algorithm for Association Rules Mining
خوارزمية سرب النحل ألامثل المعدلة للتنقيب عن قواعد الارتباط

Authors: Rasha A. Mohammed رشا عبود محمد --- Mehdi G. Duaimi مهدي كزار دعيمي --- Ahmed T. Sadiq احمد طارق صادق
Journal: Iraqi Journal of Science المجلة العراقية للعلوم ISSN: 00672904/23121637 Year: 2017 Volume: 58 Issue: 1B Pages: 364-376
Publisher: Baghdad University جامعة بغداد

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Abstract

Mining association rules is a popular and well-studied method of data mining tasks whose primary aim is the discovers of the correlation among sets of items in the transactional databases. However, generating high- quality association rules in a reasonable time from a given database has been considered as an important and challenging problem, especially with the fast increasing in database's size. Many algorithms for association rules mining have been already proposed with promosing results. In this paper, a new association rules mining algorithm based on Bees Swarm Optimization metaheuristic named Modified Bees Swarm Optimization for Association Rules Mining (MBSO-ARM) algorithm is proposed. Results show that the proposed algorithm can be used as an alternative to the traditional methods.

التنقيب عن قواعد الارتباط هو من الطرق الشائعة والمهمة من مهام التنقيب عن البيانات والتي تهدف بشكل رئيسي الى ايجاد العلائقية بين مجموعة من العناصر في قاعدة البيانات . ومع ذلك فان توليد قواعد ارتباط ذات جودة عالية في وقت مناسب من قاعدة بيانات معينة يعتبر تحدي مهم و صعب خصوصا" مع الازدياد السريع في احجام قواعد البيانات .العديد من خوارميات التنقيب عن قواعد الارتباط قد اقترحت مع نتائج واعدة . هذا البحث يقدم خوارزمية جديدة للتنقيب عن قواعد الارتباط باستخدام خوارزمية سرب النحل الامثل . النتائج اظهرت امكانية استخدام الخوارزمية المقترحة كبديل للطرق التقليدية.


Article
Enhancement of Association Rules Interpretability using Generalization

Authors: Safaa O. Al-Mamory --- Zahraa Najim Abdullah
Journal: Journal of University of Babylon مجلة جامعة بابل ISSN: 19920652 23128135 Year: 2017 Volume: 25 Issue: 3 Pages: 774-790
Publisher: Babylon University جامعة بابل

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Abstract

Data mining has a number of common methods. One of such methods is the association rules mining. While association rules mining often produces huge number of rules, it prevents the analyst from finding interesting rules and consequently, this method is a waste of time. Visualization is one of the methods to solve such problems. However, most of the association rule visualization techniques are suffering from viewing huge number of rules. This paper provides a modification on the techniques of the visualization to help the analyst to interpret the association rules by grouping the large number of rules using a modified Attribute Oriented Induction algorithm, then; these grouped rules are visualized using a grouped graph method. Experimental results show that the proposed technique produces excellent compression ratio.

تعدين البيانات يمتلك عدد من الطرق الشائعة، وان تعدين قواعد الاقتران هي احدى تلك الطرق. بما ان تعدين قواعد الاقتران ينتج كمية هائلة من القواعد فأنه يمنع المحلل من ايجاد القواعد المهمة، وبالتالي فان هذه العملية تعتبر تضييع للوقت. العرض هو احدى الطرق لحل هكذا مشاكل. وبما أن معظم تقنيات عرض قواعد الاقتران تعاني من عرض عدد هائل من القواعد، فأن هذا البحث يوفر تعديل لتقنيات العرض لتساعد المحلل لتفسير قواعد الاقتران بواسطة تجميع عدد كبير من القواعد باستخدام خوارزمية الاستقراء الموجه للصفات المعدلة و من ثم عرض تلك القواعد المجمعة باستخدام طريقة الرسم البياني المجمع , وقد أوضحت النتائج ان التقنية المقترحة تنتج نسبة ضغط ممتازة.


Article
Analytical Study using Association Rules and Mean of Confidence to Analyze The Poverty Factors in Baghdad Capital of Iraq
د ا رسة تحليلية باستخدام القواعد الارتباطية ومتوسط الموثوقية لتحليل عوامل الفقر في بغداد عاصمة الع ا رق

Authors: Ghazi Johnny --- dr.ali mohammed sahan --- Ali Sami
Journal: JOURNAL OF MADENAT ALELEM COLLEGE مجلة كلية مدينة العلم الجامعة ISSN: 2073,2295 Year: 2017 Volume: 9 Issue: 2 Pages: 73-83
Publisher: City College of Science University كلية مدينة العلم الجامعة

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Abstract

Poverty is a negative phenomenon that seriously threatened the progress and growth of communities. Studying poverty using scientific research leads to identify communities. Studying poverty using scientific research leads to identify the most important influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied influential factors of this phenomenon. In paper, the poverty in Iraq has been studied through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important through a sample of families in Baghdad city which is the largest and most important Iraq. The relational databases as well the factor Iraq. The relational databases as well the factor Iraq. The relational databases as well the factor Iraq. The relational databases as well the factor Iraq. The relational databases as well the factor Iraq. The relational databases as well the factor Iraq. The relational databases as well the factor Iraq. The relational databases as well the factor Iraq. The relational databases as well the factor s related with poverty phenomenon s related with poverty phenomenon s related with poverty phenomenon s related with poverty phenomenon s related with poverty phenomenon including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, including gender age, the number of family members, educational level, skilled, corruption, disability and disease, wars disasters have been considered. The association rules disability and disease, wars disasters have been considered. The association rules disability and disease, wars disasters have been considered. The association rules disability and disease, wars disasters have been considered. The association rules disability and disease, wars disasters have been considered. The association rules disability and disease, wars disasters have been considered. The association rules disability and disease, wars disasters have been considered. The association rules disability and disease, wars disasters have been considered. The association rules disability and disease, wars disasters have been considered. The association rules disability and disease, wars disasters have been considered. The association rules disability and disease, wars disasters have been considered. The association rules disability and disease, wars disasters have been considered. The association rules mean of confidence have been used to an mean of confidence have been used to an mean of confidence have been used to an mean of confidence have been used to an mean of confidence have been used to an mean of confidence have been used to an mean of confidence have been used to an alyze the main factors for spread of poverty alyze the main factors for spread of poverty alyze the main factors for spread of poverty alyze the main factors for spread of poverty alyze the main factors for spread of poverty alyze the main factors for spread of poverty alyze the main factors for spread of poverty alyze the main factors for spread of poverty alyze the main factors for spread of poverty phenomenon in order to provide clear diagnosis of the most influential factors phenomenon in order to provide clear diagnosis of the most influential factors phenomenon in order to provide clear diagnosis of the most influential factors phenomenon in order to provide clear diagnosis of the most influential factors phenomenon in order to provide clear diagnosis of the most influential factors phenomenon in order to provide clear diagnosis of the most influential factors phenomenon in order to provide clear diagnosis of the most influential factors phenomenon in order to provide clear diagnosis of the most influential factors phenomenon in order to provide clear diagnosis of the most influential factors phenomenon in order to provide

الفقر هو ظاهرة سلبية تهدد بجدية تقدم ونم والمجتمعات، ان د ا رسة الفقر باستخدام البحث العلمي يؤدي الى تحديد اهمالعوامل المؤثرة في هذه الظاهرة. في هذا البحث تم د ا رسة الفقر في الع ا رق من خلال د ا رسة عينة من العوائل في مدينةبغداد كونها اكبر واهم مدن الع ا رق. قواعد البيانات العلائقية بالإضافة الى العوامل المرتبطة بظاه رة الفقر تتضمن الجنس،العمر، عدد أف ا رد العائلة، المستوى التعليمي، اصحاب المها ا رت، الفساد، الاعاقة والمرض، الحروب والكوارث. قواعدالارتباط ومتوسط الموثوقية استخدمت في تحليل العوامل الرئيسية لتفشي من اجل توفير تشخيص واضح أكثر العوامل تأثي ا رفي تفشي هذه الظاهرة مما يقود الى وضع حلول مناسبة لتقليل تأثير هذه العوامل.

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