Classification of imbalanced data is an important issue. Many algorithms have been developed for classification, such as Back Propagation (BP) neural networks, decision tree, Bayesian networks etc., and have been used repeatedly in many fields. These algorithms speak of the problem of imbalanced data, where there are situations that belong to more classes than others. Imbalanced data result in poor performance and bias to a class without other classes. In this paper, we proposed three techniques based on the Over-Sampling (O.S.) technique for processing imbalanced dataset and redistributing it and converting it into balanced dataset. These techniques are (Improved Synthetic Minority Over-Sampling Technique (Improved SMOTE),  Border

درست عملية تحييد البلازميد لسبع عزلات محلية لبكتريا pneumoniae Klebsiella المتعددة المقاومة للمضادات الحيوية والمعزولة من حالات التهابات المجاري البولية باستخدام مادتي الـ Acridin .(SDS) Sodium dodecyl sulphate والـ orange أظهرت النتائج ان العزلات المحلية لجرثومة pneumoniae.K كانت ذات مقاومة عالية جدا ًاذ بلغت (%100) لمضادات امبيسيلين،ببراسيلين، اموكسيسيلين، بنسلين ج، تتراسايكلين، ارثرومايسين وجنتامايسين واظهرت مقاومة عالية (71–%86) لمضادات

The present work determination astronomical ephemeris for satellites (determination position and velocity of satellite and orbital elements) in elliptical orbit where orbital elements in perigee point were known, therefore kepler's equation for elliptical orbit was solved by using Newton-Rephson method for numerical approximation.For the hyperbola orbit which represent orbit of shuttle (discovery join) far rang where solve kepler equation for hyperbola by use the same method pervious and then determination the coordinates of position and velocity for satellite or shuttle and the required programs are designing

Abstract                                                                                

The health section is considered to be one of the most important section in the  field of service economical and social unit because of its concern in the life of human begin and society and the  process of determining t

The study aimed at identifying the mental capacity of the research sample and classifying them for the purposes of the study, preparing the scale of cognitive control of the subject of teaching methods of sports education, preparing educational units by establishing the question network for the subject of the teaching methods of sports education, and adopting the experimental method by experimental design workers (2×2) for the two groups The limits of the research community are represented by third-stage students of the Department of Physical Education and Sports Science in the morning study of the College of Knowledge, the Community University, which continues in the regular working hours of the year (2019-2020) adult Their number

A preliminary test single stage Shrinkage (PTSSS) techniques is used for estimation the scale parameter q of an exponential distribution when a prior knowledge about q is a available in the form of initial estimate q₀ of q. It is proposed to estimate q by a testimator  that is based upon the result of a test of the hypothesis H₀ :q = q₀ against the hypothesis H_A

Blogs have emerged as a powerful technology tool for English as a Foreign Language (EFL) classrooms. This literature review aims to provide an overview of the use of blogs as learning tools in EFL classrooms. The study examines the benefits and challenges of using blogs for language learning and the different types of blogs that can be used for language learning. It provides suggestions for teachers interested in using blogs as learning tools in their EFL classrooms. The findings suggest that blogs are a valuable and effective tool for language learning, particularly in promoting collaboration, communication, and motivation.

Abstract: Culinary is a lexical item (Latin origin) which means kitchen. Culinary verbs have to do with cooking or kitchen. This paper tackles one of the Iraqi EFL learners’ difficulties of translating English culinary verbs into Arabic. It is considered significant for both translators and students of translation. It probes why Iraqi EFL learners are unable to find the appropriate Arabic equivalents of some English culinary verbs. Such English culinary verbs as broil, grate , simmer are mistranslated because they have no equivalents in Arabic and appear to be culture-specific terms that reflect the tradition of cooking. It is concluded that some English culinary verbs are difficult to translate which is due to the fact that Iraqi EFL

Feedback on students’ assignments can be done in many different ways. Nowadays, the growing number of students at universities has increased the burden on the instructors to give feedback on students’ writings quickly and efficiently. As such, new methods of modern online automated feedback tools, such as Hemingway app and ecree,are used to assist and help instructors. Hence, this research is an explanatory study to examine the effect of using the online automated feedback on some Iraqi EFL learners’ writings at the university level. The study comprised 60 students enrolled in an English language course at the University of Anbar. They were divided randomly into two groups, experi

يهدف هذا البحث الى معرفة دور وتأثير برامج المشاركة في مقدرات الموارد البشرية ، ولغرض قياس ذلك فقد تم تحديد ابعاد هذين المتغيرين من خلال الاعتماد على مقاييس لهذا الغرض، وتم اختيار وزارة التعليم العالي والبحث العلمي/ جهاز الاشراف والتقويم العلمي كونها من الدوائر المهمة في الوزارة ويضم عدد كبير من الافراد في مستويات تنظيمية مختلفة لغرض الاجابة على الاستبانة التي اعدت لغرض القياس والوصول الى النتائج وتحقيق