Heart disease is a significant and impactful health condition that ranks as the leading cause of death in many countries. In order to aid physicians in diagnosing cardiovascular diseases, clinical datasets are available for reference. However, with the rise of big data and medical datasets, it has become increasingly challenging for medical practitioners to accurately predict heart disease due to the abundance of unrelated and redundant features that hinder computational complexity and accuracy. As such, this study aims to identify the most discriminative features within high-dimensional datasets while minimizing complexity and improving accuracy through an Extra Tree feature selection based technique. The work study assesses the efficacy of several classification algorithms on four reputable datasets, using both the full features set and the reduced features subset selected through the proposed method. The results show that the feature selection technique achieves outstanding classification accuracy, precision, and recall, with an impressive 97% accuracy when used with the Extra Tree classifier algorithm. The research reveals the promising potential of the feature selection method for improving classifier accuracy by focusing on the most informative features and simultaneously decreasing computational burden.
Abstract traditional acculturation is one of the significant phenomena which is used in the old and modern arabic poetry. Poets have found in this tradition and flourishing arena for acculturation and interaction to Express their thoughts and inspection
The history of nations & civilizations shaped with its intellectual and cultural heritage and accumulation of met through the stages and years
Praise be to Allah and peace be upon our master and lover of our hearts and our souls doctor Muhammad and divine , especially the rest of God in Aladdin , and a curse on all the enemies to the day of judgment ,
After : The issue of education of man , and brought up within the curriculum properly and comprehensively cannot be completed for the seriousness and accuracy without revelation , the Qur'an inspiring , than when gentle expert , is a factory of man and humanity , in fact ... is the process of modifying behavior, one of the goals of education community at various levels in the family the school and the whole university and other educational institutions and community-based factories humanity that th
... Show Moreبدأت الشركات تخطو خطوات متسارعة باستخدام أنظمة تكنولوجيا المعلومات في عملياتها المالية وباعتماد قليل على الورق والذي يتم الاحتفاظ بالنسخ الأصلية منه تعزيزا للإجراءات التي تمت معالجتها الكترونيا. إن ممارسة الشركات وبشكل متزايد الأسلوب الواقعي (Virtualization) في علاقاتها مع الموردين والمستهلكين والشركاء أدى للحاجة المتزايدة للثقة والتأكيد على مثل هذه العلاقات مما يولد ضغطا كبيرا ع
... Show Moreتولي المجتمعات المتقدمة اجتماعياً واقتصاديا وثقافيا وعلميا اهتماما بارزا للعنصر البشري واستثماره على أفضل صورة ممكنة لتحقيق التقدم والرفاهية لتلك المجتمعات وللأفراد على حد سواء , وتحتل تنمية الثروة العقلية واستثمارها محل الصدارة حيث يبذل اهتمام خاص للكشف عن المواهب والكفاءات المبدعة وتنميتها وتوجيهها ورعايتها علميا وتربويا ومهنيا وذلك لان العنصر البشري يعد جزءا لا يتجزأ من الثروة القومية للأمة حيث
... Show MoreThe Studying of historian aspects in Al-Hadieth books , such as " Al-Musnad Book " subjected to Al-Imam Abi Yalaa Al-mousily" ,has great importance in the field of Islamic history , in which Al- Al-Imam Abi Yalaa Al-mousily has presented valued information that have significant impact on the understanding of history, Have a significant impact on the understanding of Islamic history
This search aims to meditate Divan of Hazem Al-Qirtagni his incomplete contiguous and non-contiguous naturalizations are investigated through two interrelated sections, the first is contiguous deficient naturalization and the analysis of phonemic symmetry in the light of syntactic syntax
This search aims to meditate Divan of Hazem Al-Qirtagni his incomplete contiguous and non-contiguous naturalizations are investigated through two interrelated sections, the first is contiguous deficient naturalization and the analysis of phonemic symmetry in the light of syntactic syntax, phonemic (partial) symmetry and semantic difference
Computational linguistics is a modern branch of linguistics concerned with computer processing of natural languages. It makes computer as human brain simulate to human mind to understand language endoscopy and application. It stems from the use of computers to create programs and information systems that help the user to solve linguistic issues such as translation, analysis, parsing, and others This research seeks to show the employability of Arabic grammar, especially the past tense of it, in the light of this theory The study made use of the computer program (Madamera) to apply its samples of past phrasal verbs, In its methodology
حل الاشكالية المنهجية في العلوم الانسانية المنهج البنيوي انموذجاً مقترحاً