Effects of feature selection and normalization on network intrusion detection by Mubarak Albarka Umar, Zhanfang Chen, Khaled Shuaib, Yan Liu

“…Thus, this study provides an in-depth analysis of feature selection and normalization effects on IDS models built using three IDS datasets: NSL-KDD, UNSW-NB15, and CSE–CIC–IDS2018, and various AI algorithms. A wrapper-based approach, which tends to give superior performance, and min-max normalization methods were used for feature selection and normalization, respectively. …”
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Visual analysis of fruit harvesting machine based on CiteSpace by YANG Daorina, ZHANG Fengkui, WANG Yulong, HE Ruohong, ZHU Jikui, LI Ping

“…Northwest A & F University standed out among many universities, and the number of publications ranked first, reflecting the positive investment and important contribution of Chinese universities in the field of fruit harvesting machinery research to a certain extent. …”
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MRI-guided clustering of patients with mild dementia due to Alzheimer's disease using self-organizing maps by Kellen K. Petersen, Bhargav T. Nallapu, Richard B. Lipton, Ellen Grober, Ali Ezzati

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Variable-Parameter Impedance Control of Manipulator Based on RBFNN and Gradient Descent by Linshen Li, Fan Wang, Huilin Tang, Yanbing Liang

“…This method employs a position-based impedance control structure that integrates iterative learning control principles with a gradient descent method to dynamically adjust impedance parameters. …”
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KOMUNITAS BELAJAR “QARYAH THAYYIBAH” DALAM PERSPEKTIF PENDIDIKAN PEMBEBASAN PAULO FREIRE. by Nurul Fatimah Risa Tri Rahmawati

“…Qaryah Thayyibah learning communities in Kalibening ,Tingkir, Salatiga is one form of community-based alternative schools. …”
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Designing a model of effective marketing capabilities based on communication by Yoones Banisaeed, Ghanbar Amirnejad, Morteza mousakhani, Leila Andervazh

“…The results of the research showed that after core and optional coding and creation of main and sub-categories, six dimensions of effective marketing capabilities based on communication were identified, i.e. strategic capabilities, operational capabilities, functional capabilities, internal capabilities of the company, and external capabilities and communication as dimensions of effective marketing capability methods based on communication. …”
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Perceptions of Competency-Based Medical Education (CBME) Curriculum Among Indian Medical Students: A Cross-Sectional Analysis from ANIIMS, Port Blair by Mudit Sharma, Amit Kumar Kamboj, Rashmi Ramanathan, Vivin Vincent, Jeevithan Shanmugam

“…Results: Out of 144 participants, a high agreement was observed on the importance of foundational components such as Basic Life Support (100%) and Professionalism and Ethics (99%). CBME learning strategies, including Small Group Teaching and Self-Directed Learning, were positively endorsed, though batch based variations were noted. …”
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Enhancing Real-Time Emotion Recognition in Classroom Environments Using Convolutional Neural Networks: A Step Towards Optical Neural Networks for Advanced Data Processing by Nuphar Avital, Idan Egel, Ido Weinstock, Dror Malka

“…The purpose of this work is to identify emotions based on facial expressions using a deep learning model based on a convolutional neural network (CNN), where facial recognition is performed using the Viola–Jones algorithm on a group of students in a learning environment. …”
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Use, Usability, and Experience Testing of a Digital Health Intervention to Support Chronic Kidney Disease Self-Management: Mixed Methods Study by Courtney J Lightfoot, Thomas J Wilkinson, Roseanne E Billany, Gurneet K Sohansoha, Noemi Vadaszy, Ella C Ford, Melanie J Davies, Thomas Yates, Alice C Smith, Matthew P M Graham-Brown

“…Perceived usefulness of the MK&M sessions and features were collected via web-based surveys (scores were rated out of 10, where 0=“not useful at all” and 10=“very useful”). …”
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PERAN MANAJEMEN KELAS DALAM MEWUJUDKAN PEMBELAJARAN YANG KREATIF by Sinta Dwiyana, Ade Akhmad Saputra

“…The research results show that classroom management plays an important role in creating a conducive learning environment, with a focus on positive interactions between teachers and students. …”
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Promoting critical reading instruction in higher education: a three-step training scheme facilitated by using corpus technology by Yang Jing, Mei Fang

“…This study examines the development of students’ cognitive skills through hands-on concordancing, also known as the inductive Data-driven learning (DDL) method (Cobb, T. 1997. Is there any measurable learning from hands-on concordancing? …”
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Intelligent Grinding System for Medium/Thick Plate Welding Seams in Construction Machinery Using 3D Laser Measurement and Deep Learning by Qifeng Liu, Rencheng Zheng, Pengchao Li, Chao Liu, Deyuan Mi, Jian Wang, Wenli Xie

“…This study proposes an intelligent grinding system using 3D line laser measurement and deep learning algorithms to solve the problems of inefficiency and inaccuracy existing in traditional weld grinding methods. …”
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Analisis Manajemen Pembiayaan dalam Meningkatkan Efektivitas Pembelajaran Siswa SDN 235 Lengkong Kecil by Suharyanto H. Soro, Ahmad Rifandi, Winna Islamiyathi, Veranita Intan Palupy

“…The research results show that: (1) Financing management is carried out according to procedures involving all stakeholders so that it is transparent through readability of education quality reports, (2) Financing management is carried out professionally so that it can increase the effectiveness of learning quality. In other words, through proper financing management, school facilities and infrastructure are met according to the needs of the learning process so that school financing management has a positive impact on the efficiency and effectiveness of the quality of learning. …”
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DEVELOPMENT OF ARTIFICIAL INTELLIGENCE IN THE SPHERE OF EDUCATION: EDUCOLOGICAL ASPECTS by Olga Melnychenko

“…The author emphasizes that this methodology integrates knowledge about education and the educational sphere as a whole, and is an interdisciplinary direction of scientific development based on numerous methods borrowed from natural sciences, cybernetics, mathematical sciences, etc. …”

Exploring the ERP trace of task-set control in the composite design task-switching paradigm by Fangyuan Zhou, Zhongjin Tian, Xiangqian Li

“…Previous research has hypothesized that in the composite design task-switching experiments, participants may employ compound retrieval strategies based on associative learning to complete the tasks. …”
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Investigating methods to enhance interpretability and performance in cardiac MRI for myocardial scarring diagnosis using convolutional neural network classification and One Match. by Michael H Udin, Sara Armstrong, Alice Kai, Scott T Doyle, Saraswati Pokharel, Ciprian N Ionita, Umesh C Sharma

“…The highest classification performance was observed with the OM algorithm when enhanced by both AE and PLCs, 95.3% accuracy, 92.3% sensitivity, 96.7% specificity, 92.3% precision, and 92.3% F1-score, marking a significant improvement over the base configurations. AE alone had a positive impact on OM increasing accuracy from 89.0% to 93.2%, but decreased the accuracy of the CNN from 85.3% to 82.9%. …”
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Opportunities and practices supporting responsive health care for forced migrants: lessons from transnational practice and a mixed-methods systematic review by Amy Robinson, Protus Musotsi, Ziaur Rahman A Khan, Laura Nellums, Bayan Faiq, Kofi Broadhurst, Gisela Renolds, Michael Pritchard, Andrew Smith

“…Design We integrated (1) local stakeholder perspectives, from workshops and dialogue; (2) evidence and knowledge from a mixed-methods systematic review; and (3) learning from five case examples from current international practice. …”
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Impact of integration of traditional-didactic teaching with case-based teaching on phase I medical students' performance in physiology by Kshitija Patkar, Umesh Patkar, Neela Iyer

“…Results: Students' performance after case-based teaching improved significantly. Positive feedback was received from students and teachers about this teaching method. …”
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El efecto de una combinación de aula invertida y gamificación en la calidad de enseñanza percibida, la satis-facción con la asignatura y el rendimiento académico de los estudiantes... by Ivan Peña Gónzalez, Alejandro Javaloyes, Manuel Moya-Ramón

“…The student’s perceived quality of teaching was higher (6%) than in the previous three courses, especially for questions related to the methodology used during the teaching-learning process and student’s motivation. This suggests that implementing a flipped classroom and gamification strategies positively affects student engagement, motivation, and academic performance, leading to an improvement in teaching quality and satisfaction, and a significant increase in academic performance compared to traditional teaching methods. …”
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Deep learning algorithm on H&E whole slide images to characterize TP53 alterations frequency and spatial distribution in breast cancer by Chiara Frascarelli, Konstantinos Venetis, Antonio Marra, Eltjona Mane, Mariia Ivanova, Giulia Cursano, Francesca Maria Porta, Alberto Concardi, Arnaud Gerard Michel Ceol, Annarosa Farina, Carmen Criscitiello, Giuseppe Curigliano, Elena Guerini-Rocco, Nicola Fusco

“…The DL model exhibited high accuracy in tissue quantification and TP53 status prediction, outperforming traditional methods in terms of precision and efficiency. DL-based approaches offer significant promise for enhancing biomarker testing and precision oncology by reducing intra- and inter-observer variability, but further validation is required to optimize their integration into real-world clinical workflows. …”
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