One of the challenges faced by traditional intrusion detection systems based on machine learning or deep learning is instability when dealing with unbalanced network traffic, leading to failure in detecting certain attacks (minority classifications). Additionally, they struggle with multi-stage attacks, resulting in an increase in false alarms. This paper presents a hierarchical intrusion detection system supported by a Prediction Verification Layer (PVL) and a Feature Inheritance Mechanism (FIM). Where PVL contributes to documenting the system’s final decision and increasing sensitivity to minority attacks, FIM also helps in inheriting features from previous layers and correcting errors as much as possible. Additionally, it allows for ad

The research aimed to identify the effect of educational complexes use among the students of the first year students in Quran modernists curriculum department of Quran sciences and Islamic education . The research consisted of ( 60 ) male and female members , ( 30 ) represented the experimental group and ( 30 ) represented the controlled group . the group were randomly selected . for the prepared an achievement test included thirteen questions . Results were processed by using descriptive and statistical analyses to answer the questions of the study . also the researchers used suitable and typical and dual difference analysis . in the results , the researchers recommended a number of recommendations 

اصبحت اللغة الانكليزية اللغة العالمية الأوسع انتشاراً في العالم ، في حين لم تكن هذه اللغة معروفة جيداً خارج بريطانيا حتى النصف الثاني من القرن الثامن عشر⁽¹⁾، ورافق هيمنة الانكليزية تسلل وتغلغل للقيم وطريقة الحياة الامريكية بجميع دلالاتها الصارخة .

وقد استغلت اللغة الانكليزية جو العولمة الاقتصادية والثقافية والتطورات التقنية في مجال الاتصالات وخاصة شبكة الانترنيت افضل استغلال لتأكيد هيمنتها وتو

شكلت النزاعات والصراعات والاضطرابات الداخلية للدول ، منذ أواخر الثمانينيات ، إحدى التهديدات الخطيرة للمجتمع الدولي في حفظ الأمن والسلم الدوليين ، إذ بلغت حدة الصراعات والنزاعات درجة خطيرة من حيث الأثار والنتائج اذ أثرت تلك النزاعات والصراعات في كافة المجالات للدول التي دارت بها ، بل حتى تعدت إقليميا ودوليا وامتدت من افريقيا واسيا وحتى أوربا .

The current study is aimed to identify personality types of the lecturers of Baghdad University as well as identify the prevailing types among the lecturers. In addition, the study aimed to identify the significant difference among personality types (The Enneagram) according to the variables of academic title and scientific major . One hundred and ninety four lecturers were involved in this study. In order to achieve the study's aims, the scale of (Baron& Wagele 1994) was used to measure the nine personality types (The Enneagram) that was translated by( Anwar Omar Ibrahim 2012). Some statistical analysis were used and the result demonstrated that Romantic types was found to be the most prevailing types among the lecturers of Baghdad

In this paper, An application of non-additive measures for re-evaluating the degree of importance of some student failure reasons has been discussed. We apply non-additive fuzzy integral model (Sugeno, Shilkret and Choquet) integrals for some expected factors which effect student examination performance for different students' cases.

Language Teaching & Leaning Problems at the Iraqi university level: Image & Reality

The study aimed to identify the future thinking skills of university students and which of these skills are prevalent. The sample of the study consisted of (400) male and female students from the university students. In order to achieve the goals of the research, the researcher built a measure of future thinking skills based on Torrance theory (2003). Psychometric properties of the standards were extracted, which are represented by honesty and consistency and the application of the measures to the research sample. The researchers found that Future thinking skills of university students, and that the skill of future planning is the most common skill among the research sample.

The aim of this study is to examine the effectiveness of fishbowl strategy as one of the effective learning strategies for intermediate students’ achievement in geography subject. To do this, three classes of second intermediate were chosen from Noor Al-Mustafa School for academic years (2015-2016). (64) Student were selected as a sample that distributed into two equal groups: experimental and control group. The research used the achievement test as an instrument to come up with the finding of the study. The experiment began on Tuesday 13^th of October 2015 and ended on Tuesday 5^th January 2016. Through this time, the researcher taught them the first and second chapter in geography of Arab homeland using fishbowl s