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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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Peningkatan Kesadaran Masyarakat dalam Pencegahan Penyebaran Virus Pasca Pandemi melalui Pembuatan dan Pemanfaatan Alat Cuci Tangan Portabel di Kecamatan Colomadu
Jurnal Suara Pengabdian 45
Vol 4
, No 1
(2025)
Pandemi COVID-19 telah mengubah perilaku masyarakat dalam menjaga kebersihan, terutama dalam kebiasaan mencuci tangan. Namun, setelah pandemi berakhir, kebiasaan ini mulai berkurang, ditambah dengan terbatasnya sarana cuci tangan yang tersedia. Di Kecamatan Colomadu, masih ditemukan rendahnya kesadaran masyarakat dalam menjaga kebersihan tangan. Untuk mengatasi hal tersebut, tim pengabdian masyarakat menginisiasi penyediaan alat cuci tangan portabel di beberapa fasilitas umum sebagai upaya untuk...
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UTILIZATION OF ORGANIC MATERIALS TO IMPROVE CELERY (Apium graveolens L.) YIELD
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 9
, No 1
(2025)
Celery (Apium graveolens L.) is a leaf vegetable and medicinal plant usually used as a cooking spice. Several countries, including Japan, China, and Korea, use the leaf stalks as a food ingredient. The demand for celery continues to increase yearly, both domestically and abroad. Celery cultivation is rarely done in big cities because environmental conditions are unsuitable for growth requirements. Fertilization technology is one of the determinants in efforts to improve the quality and quantity...
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THE EFFECT OF POROSITY LEVEL ON THE NUMBER OF MYCORRHZA SPORES AND THE LENGTH OF CATTLE CHILI ROOTS
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 9
, No 1
(2025)
Porosity is the proportion of total pore space or empty space in a unit volume of soil that can be occupied by water and air (Hanafiah, 2015). Solid soil will interfere with plant root penetration so that plant growth (Haridjaja et al., 2010). Appropriate soil porosity can optimize the increase of mycorrhizal spores. High oxygen content can increase the spores. Flooded soil has little pore space so the oxygen content is low which causes the development of mycorrhizal spores to be low (Gustian et...
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Improving Credit Card Fraud Detection with Ensemble Deep Learning-Based Models: A Hybrid Approach Using SMOTE-ENN
Journal of Computing Theories and Applications
Vol 2
, No 3
(2025)
Advances in information and internet technologies have significantly transformed the business environment, including the financial sector. The COVID-19 pandemic has further accelerated this digital adoption, expanding the e-commerce industry and highlighting the necessity for secure online transactions. Credit Card Fraud Detection (CCFD) stands critical as the prevalence of fraudulent activities continues to rise with the increasing volume of online transactions. Traditional methods for detectin...
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12 Sitasi
Strategi Membangun Reputasi Karier Sebagai Pengusaha Salon Melalui Personal Branding Bagi Anggota Tiara Kusuma Kota Semarang
Jurnal Pengabdian Kepada Masyarakat
Vol 2
, No 1
(2025)
Salon entrepreneurship can be a promising profession if supported by good personal branding. A salon entrepreneur must have a characteristic that differentiates them from others in terms of appearance, communication style or expertise. Personal branding can support career reputation if the application is good, if personal branding is applied poorly it will form a bad image in the community. Therefore, the purpose of carrying out community service activities at Tiara Kusuma DPC Members in Semaran...
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Pengaruh Posisi Tengkurap Pada Bayi Usia 0-12 Bulan Terhadap Fungsional Motorik Kasar Pada Mengangkat Kepala Dan Identifikasi Bayi Kepala Peyang
Agus Widodo, Agus Widodo
; Azizah Rahmawati, Azizah Rahmawati
; Nadiya Izzatul Jannah, Nadiya Izzatul Jannah
Jurnal Pengabdian Masyarakat Al-Irsyad
Vol 5
, No 1
(2025)
Perkembangan dan pertumbuhan bayi baru lahir sangatlah penting, khususnyadalam bentuk kepala dan motori kasar. Pendampingan bayi dalam mencapai tumbuh kembangyang optimal dapat dilakukan dengan cara mendeteksi dan menstimulasi anak. Gerak dan fungsimemainkan peran mendasar dalam kehidupan manusia dan telah membentuk evolusi manusia.Posisi tengkurap adalah posisi yang umum digunakan untuk akses ke kepala, leher, dan tulangbelakang Tujuan: Untuk mengetahui pengaruh posisi tengkurap terhadap perkem...
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A Critical Eco-perspective in English Textbook for Indonesian 12th Graders: A Case on Nationally Issued Textbook
ETERNAL: English Teaching Journal
Vol 16
, No 1
(2025)
Ecological values in textbooks are essential because they help instill environmental awareness and responsibility in students from an early age to support sustainable development. The study addresses how ecological values are portrayed in Indonesian 12th-grade English textbooks. Using a qualitative content analysis framework, this study examines the transitivity system found in the textbook. The analysis emphasizes environmental conservation, sustainable practices, and encouraging cognitive enga...
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Pengembangan Potensi Ekonomi Masyarakat Desa Mojojajar
Dadang Purwo Ariwidodo
; Rizki Nugianto
; Moh. Ansori
; Dines Olivia Margareta
; Virlia Nanda Ristia
; Achmad Rhodianto
; Agit Bagus Dermawan
; Mohammad Adifa Betha Nanda
; Desinta Dwiki Nurfauziah
; Kurnia Halimatus Solikhah
; Roza Febrianti
; Ineke Kusuma Indriani
; Anggun Septiani Widorini
; Devangga Dio Putra Arifin
; Rizki Praham Sutarno
; Nindy Pramudita
; Suprayitno Suprayitno
; Via Fitri Permatasari
; Falaq Ikhzal Suganda
; Retno Indah Pangestuti
; Nova Kurnia Rahmadani
; Naufal Anis Mubarok
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia
Vol 4
, No 1
(2025)
This study presents the results of a survey conducted to analyze the impact of packaging training on the home industry of Samiler crackers in Mojojajar Village. A questionnaire was distributed to 25 respondents, including both consumers and producers of Samiler crackers. The findings reveal that 100% of respondents have purchased Samiler crackers, with 50% indicating that packaging is very important in their purchasing decisions. Additionally, 83.3% of respondents are willing to pay more for bet...
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Edukasi Cara Menjaga Kesehatan Reproduksi dan Pencegahan Penyakit Menular Seksual pada Siswa/siswi SMA N 7 Pekanbaru sebagai Latihan Public Speaking Mahasiswa Kebidanan Universitas Abdurrab
Suci Shinta Lestari
; Neneng Oktavianti
; Sri Rahmawati
; Noor Afriyanni Yuwandari
; Putri Dwi Retno
; Aurelia Fridons
Jurnal Pengabdian Kepada Masyarakat
Vol 2
, No 1
(2025)
Adolescent health is one of the most important parts of developing quality human resources during adolescence. Individuals experience profound physical, emotional and social changes during their teenage years, which can affect their well-being performance. An in-depth understanding of reproductive wellbeing is essential to help adolescents identify risks of sexually transmitted infections (STIs), unintended pregnancy and mental health problems. All cases of HIV infection worldwide occur in peopl...
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