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Comparative Analysis of Distance Metrics in KNN and SMOTE Algorithms for Software Defect Prediction
Maulidha, Khusnul Rahmi
; Lambung Mangkurat University
; Faisal, Mohammad Reza
; Lambung Mangkurat University
; Saputro, Setyo Wahyu
; Lambung Mangkurat University
; Abadi, Friska
; Lambung Mangkurat University
; Nugrahadi, Dodon Turianto
; Lambung Mangkurat University
; Adi, Puput Dani Prasetyo
; National Research and Innovation Agency (Badan Riset dan Inovasi Nasional)
; Hariyady, Hariyady
; Universiti Malaysia Sabah
Telematika
Vol 18
, No 1
(2025)
As the complexity and scale of projects increase, new challenges arise related to handling software defects. One solution uses machine learning-based software defect prediction techniques, such as the K-Nearest Neighbors (KNN) algorithm. However, KNN’s performance can be hindered by the majority vote mechanism and the distance/similarity metric choice, especially when applied to imbalanced datasets. This research compares the effectiveness of Euclidean, Hamming, Cosine, and Canberra distance met...
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Budget Efficiency in the Construction of the Haya Bohol Mosque, Rongkop, Gunungkidul
Media Komunikasi Dunia Ilmu Sipil
Vol 6
, No 2
(2025)
The construction of Masjid Haya was carried out to complement public facilities in Kalurahan Bohol, Rongkop, Gunungkidul. The construction was carried out through mutual cooperation. In the context of public buildings, collaboration and community cooperation become determining factors for the success of the project. Community participation and effective management are two mutually supportive factors in the effort to build high-quality and sustainable public facilities. This research aims to dete...
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Transmisi Intergenerasi Trauma Perang di Keluarga Palestina : Analisis Sistematis pada Tiga Generasi (1948-2024)
Jurnal Ventilator: Jurnal riset ilmu kesehatan dan Keperawatan
Vol 3
, No 1
(2025)
This study analyzes the intergenerational transmission of war trauma across three generations of Palestinian families through a systematic meta-analysis of 47 longitudinal studies (1948–2024), comprising 12,873 participants. The findings confirm a PTSD prevalence rate of 73.4% in the first generation (n=4,291), 61.2% in the second generation (n=4,582), and 48.7% in the third generation (n=4,000). Furthermore, hierarchical regression analysis reveals a significant correlation between the severity...
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Evaluating Students' Experiential Learning in International Course Program
Dinamika, Soraya Grabiella
; Rahayu, Yoni
; Nasution, Muhammad Muslim
; Siregar , Elitaria Bestri Agustina
ETERNAL: English Teaching Journal
Vol 16
, No 1
(2025)
The University of Medan Area has a vision to become a university that can be recognized at the ASEAN Level, for this reason, from now on, the university has begun to prepare the students to have qualified English skills, one of which is by organizing an International Course Program, which is applied to some courses. This program was first implemented in the even semester of the 2023/2024 academic year and received high enthusiasm from the lecturers and participants. This research adopts a descri...
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Integration of Instructional Leadership and Ethnopedagogy: Strategies to Improve Learning Quality in Higher Education
Siregar, Martua
; Lubis, Fitri Romaito
; Harahap, Yusniar
; Nasution, Sarip Parmohonan
; Siregar, Helmi Suryana
Jurnal Komunikasi Pendidikan
Vol 9
, No 1
(2025)
Integrating modern leadership approaches with local wisdom remains a challenge in enhancing the quality of education in Indonesian higher education institutions. This study examines the impact of integrating instructional leadership with ethnopedagogy based on the Dalihan Na Tolu philosophy on learning quality at Graha Nusantara University. Using a mixed-method approach with a sequential explanatory design, the study involved 50 lecturers selected through systematic random sampling and 100 stude...
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Pelatihan Pembuatan Bahan Ajar Kreatif dengan Media Canva Bagi Guru dalam Upaya Meningkatkan Hasil Belajar Siswa MTs Al Abraar
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia
Vol 4
, No 1
(2025)
Abstract, In recent years, there have been challenges faced by MTs Al Abraar in an effort to improve student learning outcomes, especially in creating creative and innovative learning. The partners involved in this program are teachers at the Al-Abraar Tandem Hilir Private Middle School, Hamparan Perak District, where the main problem experienced by partners is the lack of knowledge in using IT in creating creative teaching materials. Therefore, the solution offered is to provide training in cre...
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The Influence of Internal Control System and HR Competence on the Quality of Financial Reports of PT. Bank Perkreditan Rakyat Mangatur Ganda
Proceeding. of The International Conference on Business and Economics
Vol 3
, No 1
(2025)
This study is entitled "The Influence of Internal Control System and Human Resource Competence on the Quality of Financial Reporting at PT. Bank Perkreditan Rakyat Mangatur Ganda in Tanjung Morawa. This study aims to examine the influence of the internal control system and human resource competence on the quality of financial reporting at PT. Bank Perkreditan Rakyat Mangatur Ganda in Tanjung Morawa. This study is included in the associative research category which is conducted by distributing da...
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From Local Wisdom to Global Governance : A Meta-Analysis of Participatory Audit Models as a Pillar of BUMDes Transparency
Proceeding. of The International Conference on Business and Economics
Vol 3
, No 1
(2025)
Performance audit is a strategic instrument to strengthen transparency and accountability in the governance of Village-Owned Enterprises (BUMDes). However, current practices of BUMDes auditing in Indonesia remain limited, fragmented, and often fail to uphold the principles of good governance. This study aims to identify and synthesize the implementation of performance audits in BUMDes across various regions through a Systematic Literature Review (SLR) of 28 articles published between 2013 and 20...
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Analisis Penerapan Ekonomi Sirkular Pada UMKM F&B Di Sekitar Medan
Siregar, Mufti Al Mumtaz
; Karo Karo, Robby Adriano
; Ardiansyah, Reza Restu
; Nasution, Yenni Samri Juliati
Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN)
Vol 4
, No 1
(2025)
This study aims to analyze the implementation of circular economy in Micro, Small, and Medium Enterprises (MSMEs) in the Food & Beverage (F&B) sector. The focus of the research is on the implementation of circular economy practices that include waste management, use of sustainable raw materials, environmentally friendly packaging, energy and water efficiency, and food waste reduction strategies. The research method used a descriptive quantitative approach with a research instrument in th...
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Analisis Kajian As-Saj’u dalam Surah Al Ghasiyah
Populer: Jurnal Penelitian Mahasiswa
Vol 4
, No 1
(2025)
This study aims to analyze the study of as-saj’ in Surah Al-Ghasiyah, which is one of the surahs in the Qur'an that is rich in beautiful language. As-saj’, which means harmony of sound, plays an important role in increasing the appeal and understanding of the spiritual messages in this surah. This study uses a qualitative approach with a text analysis method, identifying various forms of as-saj’ found in Surah Al-Ghasiyah and how their use enriches the meaning of the verses. The results of the a...
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