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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 Kompetensi Komunikasi dan Negosiasi Sumber Daya Manusia Berbasis Digital Marketing bagi Masyarakat Pondok Petir
Transformasi: Journal of Economics and Business Management
Vol 4
, No 1
(2025)
The digital era has significantly transformed the business landscape, making digital-based communication and negotiation skills essential for human resources (HR) to enhance their competitiveness in the global market. This study aims to analyze the effectiveness of a digital marketing-based communication and negotiation competency enhancement program for the community and MSME actors in Pondok Petir Village, Bojongsari District, Depok City. Using a descriptive qualitative approach with a partici...
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LEVEL OF EFFICIENCY AND FEASIBILITY OF BUSINESS RAREING QUAIL EGG FEEDING A COMBINATION OF HOUSEHOLD ORGANIC WASTE AND FRESH MAGOTS
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 9
, No 1
(2025)
The financial feasibility analysis was carried out to determine the financial feasibility of the quail egg farming business. This study aims to obtain a calculation of the financial feasibility analysis of quail egg cultivation business fertilized with household organic waste and fresh mogots. The aspects of financial feasibility analysis calculated in this study include HPP, BEP, R/C Ratio, NPV, IRR and PP. The results of the financial feasibility analysis showed: (a) cost of production (HPP) o...
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UTILIZATION OF VARIOUS MEDIA FOR MANUFACTURING ORGANOLEPTIC AND HEDONIC QUALITY OF SALTED EGGS
Agrisaintifika : Jurnal Ilmu - Ilmu Pertanian
Vol 9
, No 1
(2025)
This research aimed to determine the addition of strawberry, orange, mango, and chocolate flavors to the organoleptic and hedonic qualities of salted eggs. The experimental design used in this research was completely randomized, with 4 treatments and 25 repetitions. P1 (added strawberry flavor) P2 (added orange flavor) P3 (added mango flavor) P4 (added chocolate flavor). Data analysis was carried out using the Anova test; if treatment was affected, further testing was carried out using Duncan’s...
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Penerapan JavaScript React pada perancangan front-end website UMKM Jemari Ragil
IT-Explore: Jurnal Penerapan Teknologi Informasi dan Komunikasi
Vol 4
, No 1
(2025)
UMKM Jemari Ragil has successfully digitized its business by joining the e-commerce platform Shopee since September 2023 and reached international markets such as Malaysia. Although marketing strategies through Instagram, WhatsApp, and TikTok are effective, challenges arise from the limited understanding of technology by customers, who often need guidance in using E-commerce. This research aims to implement React JavaScript for the Jemari Ragil' MSME website. The goal is to overcome the main obs...
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3 Sitasi
GAB (Generasi Anti Bullying) : Edukasi Anti Bullying Anak-anak di Desa Mojowono
Adil Abdillah
; Witanti Rokmatulillah
; Ahmat Rian Hanafi
; Shinta Wahyu’aunillah
; Novel Septianis Avanti
; Firman Saifudin
; Octia Manda Tasya
; Fifit Nur Aini
; Ilmia Putri Hariyono
; Adhimas Arya H.A.P
; Sayidatina Khaf Sho
; Riki Hidayat
; Septi Wulandari
; Dwi Prasetyo Aji Agustin
; Putri Ziana Walidah
; Yuki Andri Okta Setiawan
; Muamar Hendik Safri
; Yogi Indra Devi
; King Gusthi Marga Anthonie
; Mentrik Hesti Maszaroh
; La Rose Octaffina
; Sherlina Aprilya
; Zidnii Ilma
Sejahtera: Jurnal Inspirasi Mengabdi Untuk Negeri
Vol 4
, No 2
(2025)
Bullying is an act of oppression that is carried out intentionally and repeatedly with the aim of hurting another person. Bullying can occur physically, verbally, or in subtle ways such as forcing or manipulating. Bullying can have a negative impact on victims, perpetrators and witnesses. Victims can experience psychological stress, behavioral changes and trauma. There are several reasons why someone does bullying, namely because they see their parents often fighting. Unhealthy parenting pattern...
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The Impact of Islamic Religious Education on Students' Spiritual and Social Development: A Study at Universitas Muhammadiyah Semarang
International Journal of Research in Education
Vol 5
, No 1
(2025)
In the era of globalization, students are expected to possess intellectual, spiritual, and social intelligence. Spiritual, and social intelligence to navigate complex societal challenges effectively. However, the role of Islamic Religious Education (PAI) in fostering these qualities, particularly in higher education, remains underexplored. This study examines the impact of PAI on students' spiritual and social qualities. This study bridges this gap by examining the effects of PAI on students' sp...
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2 Sitasi
Adopting Cybergogy Approach for An Enhanced English Language Instruction: Learners’ Views
Jurnal Komunikasi Pendidikan
Vol 9
, No 1
(2025)
This research aims to investigate vocational school learners' perspectives on the cybergogy approach for an enhanced English language instruction. Utilizing a quantitative research design, the study surveyed 619 students across 17 vocational schools in Yogyakarta Province. The results indicate that the majority of learners find the cybergogy approach engaging and effective, particularly due to its interactive nature and the flexibility it offers. Learners appreciated the ability to access learni...
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Kajian Filosofis Makna Ruang pada Kampung Naga
SARGA: Journal of Architecture and Urbanism
Vol 19
, No 1
(2025)
Kampung Naga merupakan permukiman masyarakat tradisional yang masih memegang praktek dan budaya lokal dalam memaknai dan menciptakan tatanan ruang. Kemampuannya mempertahankan ke’ruang’an ditengah gempuran teknologi saat ini menarik untuk dikaji. Penelitian ini bertujuan untuk mengeksplorasi dan menganalisis wujud makna ruang di Kampung Naga melalui pendekatan filosofis yang mendalam. Metode yang digunakan ialah observasi langsung, wawancara mendalam dengan tokoh adat, dan partisipasi dalam akti...
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Inovasi Pemodelan 3D dan Analisis Semiotika pada Konservasi Heritage Industri Gula di Jawa Tengah
SARGA: Journal of Architecture and Urbanism
Vol 19
, No 1
(2025)
Penelitian dengan pendekatan inovatif melalui integrasi permodelan 3D dan analisa semiotika untuk dokumentasi dan pelestarian heritage industri gula di Jawa Tengah. Tema Konservasi menjadi hal penting karena pada dasarnya kehadiran Pabrik Gula di era kolonial tidak hanya sekedar memiliki nilai historis dan arsitektur saja, namun merupakan simbol identitas budaya lokal yang terancam kerusakan fisik dan kurangnya pendekatan pelestarian yang holistik. Penelitian dengan pendekatan kualitatif deskrip...
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